!apt update
!apt upgrade -y
!uname -m && cat /etc/*release
!gcc --version
!uname -r
Get:1 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease [15.9 kB] Get:2 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB] Hit:3 http://archive.ubuntu.com/ubuntu bionic InRelease Get:4 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB] Hit:5 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease Get:6 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB] Hit:7 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease Get:8 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease [21.3 kB] Get:9 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease [3,626 B] Ign:10 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease Ign:11 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease Get:12 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Release [696 B] Hit:13 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release Get:14 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Release.gpg [836 B] Get:15 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main Sources [1,827 kB] Get:16 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 Packages [936 kB] Get:17 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [2,596 kB] Get:18 http://security.ubuntu.com/ubuntu bionic-security/restricted amd64 Packages [806 kB] Get:19 http://security.ubuntu.com/ubuntu bionic-security/universe amd64 Packages [1,474 kB] Get:20 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [2,252 kB] Get:21 http://archive.ubuntu.com/ubuntu bionic-updates/restricted amd64 Packages [840 kB] Get:22 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [3,035 kB] Get:23 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 Packages [42.8 kB] Get:24 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ Packages [76.8 kB] Get:26 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Packages [931 kB] Fetched 15.1 MB in 2s (7,667 kB/s) Reading package lists... Done Building dependency tree Reading state information... Done 75 packages can be upgraded. Run 'apt list --upgradable' to see them. Reading package lists... Done Building dependency tree Reading state information... Done Calculating upgrade... Done The following packages were automatically installed and are no longer required: libnvidia-common-470 linux-headers-4.15.0-167 linux-headers-4.15.0-167-generic Use 'apt autoremove' to remove them. The following NEW packages will be installed: linux-headers-4.15.0-169 linux-headers-4.15.0-169-generic The following packages have been kept back: libcudnn8 libcudnn8-dev libnccl-dev libnccl2 libnvidia-common-510 The following packages will be upgraded: base-files binutils binutils-common binutils-x86-64-linux-gnu gnupg2 gzip libaudit-common libaudit1 libbinutils libc-bin libc-dev-bin libc6 libc6-dev libc6-i386 libcublas-dev libcublas10 libcudnn7 libcudnn7-dev libexpat1 libexpat1-dev libgnutls30 libhogweed4 libldap-2.4-2 libldap-common liblz4-1 libnettle6 libnvidia-cfg1-510 libnvidia-compute-510 libnvidia-decode-510 libnvidia-encode-510 libnvidia-extra-510 libnvidia-fbc1-510 libnvidia-gl-510 libp11-kit0 libpam-modules libpam-modules-bin libpam-runtime libpam0g libsasl2-2 libsasl2-modules-db libseccomp2 libzstd1 linux-headers-generic linux-libc-dev locales login multiarch-support nvidia-compute-utils-510 nvidia-dkms-510 nvidia-driver-510 nvidia-kernel-common-510 nvidia-kernel-source-510 nvidia-utils-510 openssl passwd r-cran-cli r-cran-clipr r-cran-colorspace r-cran-crayon r-cran-evaluate r-cran-glue r-cran-jsonlite r-cran-mgcv r-cran-tidyselect r-cran-tinytex r-cran-yaml rsync tar ubuntu-keyring xserver-xorg-video-nvidia-510 70 upgraded, 2 newly installed, 0 to remove and 5 not upgraded. Need to get 759 MB of archives. After this operation, 252 MB of additional disk space will be used. Get:1 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-driver-510 amd64 510.54-0ubuntu0.18.04.1 [454 kB] Get:2 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc6-i386 amd64 2.27-3ubuntu1.5 [2,648 kB] Get:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 libcublas10 10.2.3.254-1 [43.1 MB] Get:4 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-gl-510 amd64 510.54-0ubuntu0.18.04.1 [171 MB] Get:5 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc6-dev amd64 2.27-3ubuntu1.5 [2,587 kB] Get:6 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ r-cran-mgcv 1.8-39-1cran1.1804.0 [3,032 kB] Get:7 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc-dev-bin amd64 2.27-3ubuntu1.5 [71.9 kB] Get:8 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 linux-libc-dev amd64 4.15.0-169.177 [993 kB] Get:9 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc6 amd64 2.27-3ubuntu1.5 [2,830 kB] Get:10 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 base-files amd64 10.1ubuntu2.11 [60.4 kB] Get:11 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gzip amd64 1.6-5ubuntu1.1 [89.8 kB] Get:12 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 login amd64 1:4.5-1ubuntu2.2 [308 kB] Get:13 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 tar amd64 1.29b-2ubuntu0.2 [234 kB] Get:14 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 locales all 2.27-3ubuntu1.5 [3,613 kB] Get:15 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc-bin amd64 2.27-3ubuntu1.5 [638 kB] Get:16 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libaudit-common all 1:2.8.2-1ubuntu1.1 [4,068 B] Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libaudit1 amd64 1:2.8.2-1ubuntu1.1 [38.7 kB] Get:18 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpam0g amd64 1.1.8-3.6ubuntu2.18.04.3 [55.0 kB] Get:19 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpam-modules-bin amd64 1.1.8-3.6ubuntu2.18.04.3 [40.3 kB] Get:20 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpam-modules amd64 1.1.8-3.6ubuntu2.18.04.3 [252 kB] Get:21 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 liblz4-1 amd64 0.0~r131-2ubuntu3.1 [48.5 kB] Get:22 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpam-runtime all 1.1.8-3.6ubuntu2.18.04.3 [37.1 kB] Get:23 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libzstd1 amd64 1.3.3+dfsg-2ubuntu1.2 [189 kB] Get:24 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 passwd amd64 1:4.5-1ubuntu2.2 [818 kB] Get:25 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libnettle6 amd64 3.4.1-0ubuntu0.18.04.1 [111 kB] Get:26 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libhogweed4 amd64 3.4.1-0ubuntu0.18.04.1 [140 kB] Get:27 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libp11-kit0 amd64 0.23.9-2ubuntu0.1 [187 kB] Get:28 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgnutls30 amd64 3.5.18-1ubuntu1.5 [646 kB] Get:29 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libseccomp2 amd64 2.5.1-1ubuntu1~18.04.2 [43.0 kB] Get:30 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 ubuntu-keyring all 2018.09.18.1~18.04.2 [22.3 kB] Get:31 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libexpat1-dev amd64 2.2.5-3ubuntu0.4 [124 kB] Get:32 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libexpat1 amd64 2.2.5-3ubuntu0.4 [81.7 kB] Get:33 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 openssl amd64 1.1.1-1ubuntu2.1~18.04.14 [613 kB] Get:34 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 multiarch-support amd64 2.27-3ubuntu1.5 [6,960 B] Get:35 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 rsync amd64 3.1.2-2.1ubuntu1.3 [335 kB] Get:36 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 binutils-x86-64-linux-gnu amd64 2.30-21ubuntu1~18.04.7 [1,839 kB] Get:37 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 binutils-common amd64 2.30-21ubuntu1~18.04.7 [197 kB] Get:38 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 binutils amd64 2.30-21ubuntu1~18.04.7 [3,388 B] Get:39 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libbinutils amd64 2.30-21ubuntu1~18.04.7 [489 kB] Get:40 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libsasl2-modules-db amd64 2.1.27~101-g0780600+dfsg-3ubuntu2.4 [15.0 kB] Get:41 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libsasl2-2 amd64 2.1.27~101-g0780600+dfsg-3ubuntu2.4 [49.2 kB] Get:42 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libldap-common all 2.4.45+dfsg-1ubuntu1.10 [15.8 kB] Get:43 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libldap-2.4-2 amd64 2.4.45+dfsg-1ubuntu1.10 [154 kB] Get:44 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 linux-headers-4.15.0-169 all 4.15.0-169.177 [11.0 MB] Get:45 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 linux-headers-4.15.0-169-generic amd64 4.15.0-169.177 [1,262 kB] Get:46 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 linux-headers-generic amd64 4.15.0.169.158 [2,460 B] Get:47 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 gnupg2 all 2.2.4-1ubuntu1.4 [5,292 B] Get:48 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 libcublas-dev 10.2.3.254-1 [42.4 MB] Get:49 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 libcudnn7-dev 7.6.5.32-1+cuda10.2 [165 MB] Get:50 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-dkms-510 amd64 510.54-0ubuntu0.18.04.1 [28.5 kB] Get:51 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-kernel-source-510 amd64 510.54-0ubuntu0.18.04.1 [29.1 MB] Get:52 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-kernel-common-510 amd64 510.54-0ubuntu0.18.04.1 [20.7 MB] Get:53 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-decode-510 amd64 510.54-0ubuntu0.18.04.1 [1,252 kB] Get:54 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-compute-510 amd64 510.54-0ubuntu0.18.04.1 [54.2 MB] Get:55 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-extra-510 amd64 510.54-0ubuntu0.18.04.1 [48.4 kB] Get:56 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-compute-utils-510 amd64 510.54-0ubuntu0.18.04.1 [105 kB] Get:57 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-encode-510 amd64 510.54-0ubuntu0.18.04.1 [41.0 kB] Get:58 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 libcudnn7 7.6.5.32-1+cuda10.2 [189 MB] Get:59 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 nvidia-utils-510 amd64 510.54-0ubuntu0.18.04.1 [385 kB] Get:60 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 xserver-xorg-video-nvidia-510 amd64 510.54-0ubuntu0.18.04.1 [1,395 kB] Get:61 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-fbc1-510 amd64 510.54-0ubuntu0.18.04.1 [46.1 kB] Get:62 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic/main amd64 libnvidia-cfg1-510 amd64 510.54-0ubuntu0.18.04.1 [78.6 kB] Get:63 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-glue amd64 1.6.2-1cran1.1804.0 [143 kB] Get:64 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-cli amd64 3.2.0-1cran1.1804.0 [1,050 kB] Get:65 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-clipr all 0.8.0-1cran1.1804.0 [50.6 kB] Get:66 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-colorspace amd64 2.0-3-1cran1.1804.0 [2,453 kB] Get:67 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-crayon all 1.5.0-1cran1.1804.0 [155 kB] Get:68 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-evaluate all 0.15-1cran1.1804.0 [77.9 kB] Get:69 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-jsonlite amd64 1.8.0-1cran1.1804.0 [612 kB] Get:70 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-tidyselect all 1.1.2-1cran1.1804.0 [189 kB] Get:71 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-tinytex all 0.37-1cran1.1804.0 [128 kB] Get:72 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 r-cran-yaml amd64 2.3.5-1cran1.1804.0 [98.2 kB] Fetched 759 MB in 6s (119 MB/s) Extracting templates from packages: 100% Preconfiguring packages ... (Reading database ... 155320 files and directories currently installed.) Preparing to unpack .../libc6-i386_2.27-3ubuntu1.5_amd64.deb ... Unpacking libc6-i386 (2.27-3ubuntu1.5) over (2.27-3ubuntu1.4) ... Preparing to unpack .../libc6-dev_2.27-3ubuntu1.5_amd64.deb ... Unpacking libc6-dev:amd64 (2.27-3ubuntu1.5) over (2.27-3ubuntu1.4) ... Preparing to unpack .../libc-dev-bin_2.27-3ubuntu1.5_amd64.deb ... Unpacking libc-dev-bin (2.27-3ubuntu1.5) over (2.27-3ubuntu1.4) ... Preparing to unpack .../linux-libc-dev_4.15.0-169.177_amd64.deb ... Unpacking linux-libc-dev:amd64 (4.15.0-169.177) over (4.15.0-128.131) ... Preparing to unpack .../libc6_2.27-3ubuntu1.5_amd64.deb ... Unpacking libc6:amd64 (2.27-3ubuntu1.5) over (2.27-3ubuntu1.4) ... Setting up libc6:amd64 (2.27-3ubuntu1.5) ... (Reading database ... 155321 files and directories currently installed.) Preparing to unpack .../base-files_10.1ubuntu2.11_amd64.deb ... Unpacking base-files (10.1ubuntu2.11) over (10.1ubuntu2.10) ... 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Errors were encountered while processing: /tmp/apt-dpkg-install-wZlXqP/21-nvidia-kernel-common-510_510.54-0ubuntu0.18.04.1_amd64.deb E: Sub-process /usr/bin/dpkg returned an error code (1) x86_64 DISTRIB_ID=Ubuntu DISTRIB_RELEASE=18.04 DISTRIB_CODENAME=bionic DISTRIB_DESCRIPTION="Ubuntu 18.04.6 LTS" NAME="Ubuntu" VERSION="18.04.6 LTS (Bionic Beaver)" ID=ubuntu ID_LIKE=debian PRETTY_NAME="Ubuntu 18.04.6 LTS" VERSION_ID="18.04" HOME_URL="https://www.ubuntu.com/" SUPPORT_URL="https://help.ubuntu.com/" BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/" PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy" VERSION_CODENAME=bionic UBUNTU_CODENAME=bionic gcc (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Copyright (C) 2017 Free Software Foundation, Inc. This is free software; see the source for copying conditions. There is NO warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. 5.4.144+
ls
sample_data/
To access Google Drive Folder and Files
# Load the Drive helper and mount
from google.colab import drive
# This will prompt for authorization.
drive.mount('/content/drive')
Mounted at /content/drive
Original Version of Darknet
!git clone https://github.com/pjreddie/darknet
Cloning into 'darknet'... remote: Enumerating objects: 5943, done. remote: Total 5943 (delta 0), reused 0 (delta 0), pack-reused 5943 Receiving objects: 100% (5943/5943), 6.37 MiB | 26.18 MiB/s, done. Resolving deltas: 100% (3926/3926), done.
%ls
darknet/ drive/ sample_data/
%rm -r darknet
Modify Version of Darknet
!git clone https://github.com/AlexeyAB/darknet/
%cd darknet/
Cloning into 'darknet'... remote: Enumerating objects: 15395, done. remote: Total 15395 (delta 0), reused 0 (delta 0), pack-reused 15395 Receiving objects: 100% (15395/15395), 14.03 MiB | 5.60 MiB/s, done. Resolving deltas: 100% (10346/10346), done. /content/darknet
!apt install libopencv-dev python-opencv ffmpeg
Reading package lists... Done
Building dependency tree
Reading state information... Done
ffmpeg is already the newest version (7:3.4.8-0ubuntu0.2).
libopencv-dev is already the newest version (3.2.0+dfsg-4ubuntu0.1).
You might want to run 'apt --fix-broken install' to correct these.
The following packages have unmet dependencies:
nvidia-dkms-510 : Depends: nvidia-kernel-common-510 (>= 510.54) but 510.47.03-0ubuntu1 is to be installed
nvidia-driver-510 : Depends: nvidia-kernel-common-510 (>= 510.54) but 510.47.03-0ubuntu1 is to be installed
Recommends: nvidia-prime (>= 0.8) but it is not going to be installed
Recommends: libnvidia-compute-510:i386 (= 510.54-0ubuntu0.18.04.1)
Recommends: libnvidia-decode-510:i386 (= 510.54-0ubuntu0.18.04.1)
Recommends: libnvidia-encode-510:i386 (= 510.54-0ubuntu0.18.04.1)
Recommends: libnvidia-fbc1-510:i386 (= 510.54-0ubuntu0.18.04.1)
Recommends: libnvidia-gl-510:i386 (= 510.54-0ubuntu0.18.04.1)
E: Unmet dependencies. Try 'apt --fix-broken install' with no packages (or specify a solution).
Changing the variables to include OpenCV and GPU in the Makefile
!sed -i 's/OPENCV=0/OPENCV=1/g' Makefile
!sed -i 's/GPU=0/GPU=1/g' Makefile
>>Mnaual Intervention neededto correct file <<
File "<ipython-input-18-0f833f070285>", line 1 >>Mnaual Intervention neededto correct file << ^ SyntaxError: invalid syntax
%pycat Makefile
!make
mkdir -p ./obj/ mkdir -p backup chmod +x *.sh g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/image_opencv.cpp -o obj/image_opencv.o ./src/image_opencv.cpp: In function ‘void draw_detections_cv_v3(void**, detection*, int, float, char**, image**, int, int)’: ./src/image_opencv.cpp:946:23: warning: variable ‘rgb’ set but not used [-Wunused-but-set-variable] float rgb[3]; ^~~ ./src/image_opencv.cpp: In function ‘void draw_train_loss(char*, void**, int, float, float, int, int, float, int, char*, float, int, int, double)’: ./src/image_opencv.cpp:1147:13: warning: this ‘if’ clause does not guard... [-Wmisleading-indentation] if (iteration_old == 0) ^~ ./src/image_opencv.cpp:1150:10: note: ...this statement, but the latter is misleadingly indented as if it were guarded by the ‘if’ if (iteration_old != 0){ ^~ ./src/image_opencv.cpp: In function ‘void cv_draw_object(image, float*, int, int, int*, float*, int*, int, char**)’: ./src/image_opencv.cpp:1444:14: warning: unused variable ‘buff’ [-Wunused-variable] char buff[100]; ^~~~ ./src/image_opencv.cpp:1420:9: warning: unused variable ‘it_tb_res’ [-Wunused-variable] int it_tb_res = cv::createTrackbar(it_trackbar_name, window_name, &it_trackbar_value, 1000); ^~~~~~~~~ ./src/image_opencv.cpp:1424:9: warning: unused variable ‘lr_tb_res’ [-Wunused-variable] int lr_tb_res = cv::createTrackbar(lr_trackbar_name, window_name, &lr_trackbar_value, 20); ^~~~~~~~~ ./src/image_opencv.cpp:1428:9: warning: unused variable ‘cl_tb_res’ [-Wunused-variable] int cl_tb_res = cv::createTrackbar(cl_trackbar_name, window_name, &cl_trackbar_value, classes-1); ^~~~~~~~~ ./src/image_opencv.cpp:1431:9: warning: unused variable ‘bo_tb_res’ [-Wunused-variable] int bo_tb_res = cv::createTrackbar(bo_trackbar_name, window_name, boxonly, 1); ^~~~~~~~~ g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/http_stream.cpp -o obj/http_stream.o ./src/http_stream.cpp: In member function ‘bool JSON_sender::write(const char*)’: ./src/http_stream.cpp:253:21: warning: unused variable ‘n’ [-Wunused-variable] int n = _write(client, outputbuf, outlen); ^ ./src/http_stream.cpp: In member function ‘bool MJPG_sender::write(const cv::Mat&)’: ./src/http_stream.cpp:511:113: warning: format ‘%zu’ expects argument of type ‘size_t’, but argument 3 has type ‘int’ [-Wformat=] sprintf(head, "--mjpegstream\r\nContent-Type: image/jpeg\r\nContent-Length: %zu\r\n\r\n", outlen); ^ ./src/http_stream.cpp: In function ‘void set_track_id(detection*, int, float, float, float, int, int, int)’: ./src/http_stream.cpp:867:27: warning: comparison between signed and unsigned integer expressions [-Wsign-compare] for (int i = 0; i < v.size(); ++i) { ~~^~~~~~~~~~ ./src/http_stream.cpp:875:33: warning: comparison between signed and unsigned integer expressions [-Wsign-compare] for (int old_id = 0; old_id < old_dets.size(); ++old_id) { ~~~~~~~^~~~~~~~~~~~~~~~~ ./src/http_stream.cpp:894:31: warning: comparison between signed and unsigned integer expressions [-Wsign-compare] for (int index = 0; index < new_dets_num*old_dets.size(); ++index) { ~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ ./src/http_stream.cpp:930:28: warning: comparison between signed and unsigned integer expressions [-Wsign-compare] if (old_dets_dq.size() > deque_size) old_dets_dq.pop_front(); ~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/gemm.c -o obj/gemm.o ./src/gemm.c: In function ‘convolution_2d’: ./src/gemm.c:2044:15: warning: unused variable ‘out_w’ [-Wunused-variable] const int out_w = (w + 2 * pad - ksize) / stride + 1; // output_width=input_width for stride=1 and pad=1 ^~~~~ ./src/gemm.c:2043:15: warning: unused variable ‘out_h’ [-Wunused-variable] const int out_h = (h + 2 * pad - ksize) / stride + 1; // output_height=input_height for stride=1 and pad=1 ^~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/utils.c -o obj/utils.o ./src/utils.c: In function ‘custom_hash’: ./src/utils.c:1061:12: warning: suggest parentheses around assignment used as truth value [-Wparentheses] while (c = *str++) ^ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/dark_cuda.c -o obj/dark_cuda.o ./src/dark_cuda.c: In function ‘cublas_check_error_extended’: ./src/dark_cuda.c:264:18: warning: comparison between ‘cudaError_t {aka enum cudaError}’ and ‘enum cudaError_enum’ [-Wenum-compare] if (status != CUDA_SUCCESS) ^~ ./src/dark_cuda.c: In function ‘pre_allocate_pinned_memory’: ./src/dark_cuda.c:395:40: warning: format ‘%u’ expects argument of type ‘unsigned int’, but argument 2 has type ‘long unsigned int’ [-Wformat=] printf("pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = %Iu MB \n", ~~^ %Ilu size / (1024*1024), num_of_blocks, pinned_block_size / (1024 * 1024)); ~~~~~~~~~~~~~~~~~~ ./src/dark_cuda.c:395:64: warning: format ‘%u’ expects argument of type ‘unsigned int’, but argument 3 has type ‘size_t {aka const long unsigned int}’ [-Wformat=] printf("pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = %Iu MB \n", ~~^ %Ilu ./src/dark_cuda.c:395:82: warning: format ‘%u’ expects argument of type ‘unsigned int’, but argument 4 has type ‘long unsigned int’ [-Wformat=] printf("pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = %Iu MB \n", ~~^ %Ilu ./src/dark_cuda.c:405:37: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘size_t {aka const long unsigned int}’ [-Wformat=] printf(" Allocated %d pinned block \n", pinned_block_size); ~^ %ld ./src/dark_cuda.c: In function ‘cuda_make_array_pinned_preallocated’: ./src/dark_cuda.c:426:43: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf("\n Pinned block_id = %d, filled = %f %% \n", pinned_block_id, filled); ~^ %ld ./src/dark_cuda.c:441:64: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘long unsigned int’ [-Wformat=] printf("Try to allocate new pinned memory, size = %d MB \n", size / (1024 * 1024)); ~^ ~~~~~~~~~~~~~~~~~~~~ %ld ./src/dark_cuda.c:447:63: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘long unsigned int’ [-Wformat=] printf("Try to allocate new pinned BLOCK, size = %d MB \n", size / (1024 * 1024)); ~^ ~~~~~~~~~~~~~~~~~~~~ %ld At top level: ./src/dark_cuda.c:287:23: warning: ‘switchBlasHandle’ defined but not used [-Wunused-variable] static cublasHandle_t switchBlasHandle[16]; ^~~~~~~~~~~~~~~~ ./src/dark_cuda.c:286:12: warning: ‘switchBlasInit’ defined but not used [-Wunused-variable] static int switchBlasInit[16] = { 0 }; ^~~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/convolutional_layer.c -o obj/convolutional_layer.o ./src/convolutional_layer.c: In function ‘forward_convolutional_layer’: ./src/convolutional_layer.c:1342:32: warning: unused variable ‘t_intput_size’ [-Wunused-variable] size_t t_intput_size = binary_transpose_align_input(k, n, state.workspace, &l.t_bit_input, ldb_align, l.bit_align); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/list.c -o obj/list.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/image.c -o obj/image.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/activations.c -o obj/activations.o ./src/activations.c: In function ‘activate’: ./src/activations.c:79:5: warning: enumeration value ‘RELU6’ not handled in switch [-Wswitch] switch(a){ ^~~~~~ ./src/activations.c:79:5: warning: enumeration value ‘SWISH’ not handled in switch [-Wswitch] ./src/activations.c:79:5: warning: enumeration value ‘MISH’ not handled in switch [-Wswitch] ./src/activations.c:79:5: warning: enumeration value ‘HARD_MISH’ not handled in switch [-Wswitch] ./src/activations.c:79:5: warning: enumeration value ‘NORM_CHAN’ not handled in switch [-Wswitch] ./src/activations.c:79:5: warning: enumeration value ‘NORM_CHAN_SOFTMAX’ not handled in switch [-Wswitch] ./src/activations.c:79:5: warning: enumeration value ‘NORM_CHAN_SOFTMAX_MAXVAL’ not handled in switch [-Wswitch] ./src/activations.c: In function ‘gradient’: ./src/activations.c:310:5: warning: enumeration value ‘SWISH’ not handled in switch [-Wswitch] switch(a){ ^~~~~~ ./src/activations.c:310:5: warning: enumeration value ‘MISH’ not handled in switch [-Wswitch] ./src/activations.c:310:5: warning: enumeration value ‘HARD_MISH’ not handled in switch [-Wswitch] gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/im2col.c -o obj/im2col.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/col2im.c -o obj/col2im.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/blas.c -o obj/blas.o ./src/blas.c: In function ‘backward_shortcut_multilayer_cpu’: ./src/blas.c:207:21: warning: unused variable ‘out_index’ [-Wunused-variable] int out_index = id; ^~~~~~~~~ ./src/blas.c: In function ‘find_sim’: ./src/blas.c:597:59: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf(" Error: find_sim(): sim isn't found: i = %d, j = %d, z = %d \n", i, j, z); ~^ %ld ./src/blas.c:597:67: warning: format ‘%d’ expects argument of type ‘int’, but argument 3 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf(" Error: find_sim(): sim isn't found: i = %d, j = %d, z = %d \n", i, j, z); ~^ %ld ./src/blas.c:597:75: warning: format ‘%d’ expects argument of type ‘int’, but argument 4 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf(" Error: find_sim(): sim isn't found: i = %d, j = %d, z = %d \n", i, j, z); ~^ %ld ./src/blas.c: In function ‘find_P_constrastive’: ./src/blas.c:611:68: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf(" Error: find_P_constrastive(): P isn't found: i = %d, j = %d, z = %d \n", i, j, z); ~^ %ld ./src/blas.c:611:76: warning: format ‘%d’ expects argument of type ‘int’, but argument 3 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf(" Error: find_P_constrastive(): P isn't found: i = %d, j = %d, z = %d \n", i, j, z); ~^ %ld ./src/blas.c:611:84: warning: format ‘%d’ expects argument of type ‘int’, but argument 4 has type ‘size_t {aka long unsigned int}’ [-Wformat=] printf(" Error: find_P_constrastive(): P isn't found: i = %d, j = %d, z = %d \n", i, j, z); ~^ %ld ./src/blas.c: In function ‘P_constrastive_f’: ./src/blas.c:651:79: warning: format ‘%d’ expects argument of type ‘int’, but argument 3 has type ‘size_t {aka long unsigned int}’ [-Wformat=] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = %d, l = %d \n", i, l); ~^ %ld ./src/blas.c:651:87: warning: format ‘%d’ expects argument of type ‘int’, but argument 4 has type ‘size_t {aka long unsigned int}’ [-Wformat=] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = %d, l = %d \n", i, l); ~^ %ld ./src/blas.c: In function ‘P_constrastive’: ./src/blas.c:785:79: warning: format ‘%d’ expects argument of type ‘int’, but argument 3 has type ‘size_t {aka long unsigned int}’ [-Wformat=] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = %d, l = %d \n", i, l); ~^ %ld ./src/blas.c:785:87: warning: format ‘%d’ expects argument of type ‘int’, but argument 4 has type ‘size_t {aka long unsigned int}’ [-Wformat=] fprintf(stderr, " Error: in P_constrastive must be i != l, while i = %d, l = %d \n", i, l); ~^ %ld gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/crop_layer.c -o obj/crop_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/dropout_layer.c -o obj/dropout_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/maxpool_layer.c -o obj/maxpool_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/softmax_layer.c -o obj/softmax_layer.o ./src/softmax_layer.c: In function ‘make_contrastive_layer’: ./src/softmax_layer.c:203:101: warning: format ‘%d’ expects argument of type ‘int’, but argument 9 has type ‘size_t {aka const long unsigned int}’ [-Wformat=] fprintf(stderr, "contrastive %4d x%4d x%4d x emb_size %4d x batch: %4d classes = %4d, step = %4d \n", w, h, l.n, l.embedding_size, batch, l.classes, step); ~~^ %4ld ./src/softmax_layer.c: In function ‘forward_contrastive_layer’: ./src/softmax_layer.c:244:27: warning: variable ‘max_truth’ set but not used [-Wunused-but-set-variable] float max_truth = 0; ^~~~~~~~~ ./src/softmax_layer.c:423:71: warning: format ‘%d’ expects argument of type ‘int’, but argument 2 has type ‘size_t {aka const long unsigned int}’ [-Wformat=] printf(" Error: too large number of bboxes: contr_size = %d > max_contr_size = %d \n", contr_size, max_contr_size); ~^ %ld gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/data.c -o obj/data.o ./src/data.c: In function ‘load_data_detection’: ./src/data.c:1297:24: warning: unused variable ‘x’ [-Wunused-variable] int k, x, y; ^ ./src/data.c:1090:43: warning: variable ‘r_scale’ set but not used [-Wunused-but-set-variable] float r1 = 0, r2 = 0, r3 = 0, r4 = 0, r_scale = 0; ^~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/matrix.c -o obj/matrix.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/network.c -o obj/network.o ./src/network.c: In function ‘train_network_waitkey’: ./src/network.c:435:13: warning: unused variable ‘ema_period’ [-Wunused-variable] int ema_period = (net.max_batches - ema_start_point - 1000) * (1.0 - net.ema_alpha); ^~~~~~~~~~ ./src/network.c: In function ‘resize_network’: ./src/network.c:660:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&net->input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped)) ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/network.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/connected_layer.c -o obj/connected_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/cost_layer.c -o obj/cost_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/parser.c -o obj/parser.o ./src/parser.c: In function ‘parse_network_cfg_custom’: ./src/parser.c:1777:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&net.input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped)) net.input_pinned_cpu_flag = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/activation_layer.h:4, from ./src/parser.c:6: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/parser.c: In function ‘save_implicit_weights’: ./src/parser.c:1909:9: warning: unused variable ‘i’ [-Wunused-variable] int i; ^ ./src/parser.c: In function ‘get_classes_multipliers’: ./src/parser.c:438:29: warning: argument 1 range [18446744071562067968, 18446744073709551615] exceeds maximum object size 9223372036854775807 [-Walloc-size-larger-than=] classes_multipliers = (float *)calloc(classes_counters, sizeof(float)); ~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ In file included from ./src/parser.c:3:0: /usr/include/stdlib.h:541:14: note: in a call to allocation function ‘calloc’ declared here extern void *calloc (size_t __nmemb, size_t __size) ^~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/option_list.c -o obj/option_list.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/darknet.c -o obj/darknet.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/detection_layer.c -o obj/detection_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/captcha.c -o obj/captcha.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/route_layer.c -o obj/route_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/writing.c -o obj/writing.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/box.c -o obj/box.o ./src/box.c: In function ‘box_iou_kind’: ./src/box.c:154:5: warning: enumeration value ‘MSE’ not handled in switch [-Wswitch] switch(iou_kind) { ^~~~~~ ./src/box.c: In function ‘diounms_sort’: ./src/box.c:898:27: warning: unused variable ‘beta_prob’ [-Wunused-variable] float beta_prob = pow(dets[j].prob[k], 2) / sum_prob; ^~~~~~~~~ ./src/box.c:897:27: warning: unused variable ‘alpha_prob’ [-Wunused-variable] float alpha_prob = pow(dets[i].prob[k], 2) / sum_prob; ^~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/nightmare.c -o obj/nightmare.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/normalization_layer.c -o obj/normalization_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/avgpool_layer.c -o obj/avgpool_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/coco.c -o obj/coco.o ./src/coco.c: In function ‘validate_coco_recall’: ./src/coco.c:248:11: warning: unused variable ‘base’ [-Wunused-variable] char *base = "results/comp4_det_test_"; ^~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/dice.c -o obj/dice.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/yolo.c -o obj/yolo.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/detector.c -o obj/detector.o ./src/detector.c: In function ‘train_detector’: ./src/detector.c:395:72: warning: suggest parentheses around ‘&&’ within ‘||’ [-Wparentheses] (iteration >= (iter_save + 1000) || iteration % 1000 == 0) && net.max_batches < 10000) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~ ./src/detector.c: In function ‘print_cocos’: ./src/detector.c:495:29: warning: format not a string literal and no format arguments [-Wformat-security] fprintf(fp, buff); ^~~~ ./src/detector.c: In function ‘eliminate_bdd’: ./src/detector.c:588:21: warning: statement with no effect [-Wunused-value] for (k; buf[k + n] != '\0'; k++) ^~~ ./src/detector.c: In function ‘validate_detector’: ./src/detector.c:709:13: warning: unused variable ‘mkd2’ [-Wunused-variable] int mkd2 = make_directory(buff2, 0777); ^~~~ ./src/detector.c:707:13: warning: unused variable ‘mkd’ [-Wunused-variable] int mkd = make_directory(buff, 0777); ^~~ ./src/detector.c: In function ‘validate_detector_map’: ./src/detector.c:1326:24: warning: variable ‘cur_prob’ set but not used [-Wunused-but-set-variable] double cur_prob = 0; ^~~~~~~~ ./src/detector.c:1347:15: warning: unused variable ‘class_recall’ [-Wunused-variable] float class_recall = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)(truth_classes_count[i] - tp_for_thresh_per_class[i])); ^~~~~~~~~~~~ ./src/detector.c:1346:15: warning: unused variable ‘class_precision’ [-Wunused-variable] float class_precision = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)fp_for_thresh_per_class[i]); ^~~~~~~~~~~~~~~ ./src/detector.c: In function ‘draw_object’: ./src/detector.c:1890:19: warning: unused variable ‘inv_loss’ [-Wunused-variable] float inv_loss = 1.0 / max_val_cmp(0.01, avg_loss); ^~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/layer.c -o obj/layer.o ./src/layer.c: In function ‘free_layer_custom’: ./src/layer.c:208:68: warning: suggest parentheses around ‘&&’ within ‘||’ [-Wparentheses] if (l.delta_gpu && (l.optimized_memory < 1 || l.keep_delta_gpu && l.optimized_memory < 3)) cuda_free(l.delta_gpu), l.delta_gpu = NULL; ~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/compare.c -o obj/compare.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/classifier.c -o obj/classifier.o ./src/classifier.c: In function ‘train_classifier’: ./src/classifier.c:146:9: warning: unused variable ‘count’ [-Wunused-variable] int count = 0; ^~~~~ ./src/classifier.c: In function ‘predict_classifier’: ./src/classifier.c:855:13: warning: unused variable ‘time’ [-Wunused-variable] clock_t time; ^~~~ ./src/classifier.c: In function ‘demo_classifier’: ./src/classifier.c:1287:49: warning: unused variable ‘tval_result’ [-Wunused-variable] struct timeval tval_before, tval_after, tval_result; ^~~~~~~~~~~ ./src/classifier.c:1287:37: warning: unused variable ‘tval_after’ [-Wunused-variable] struct timeval tval_before, tval_after, tval_result; ^~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/local_layer.c -o obj/local_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/swag.c -o obj/swag.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/shortcut_layer.c -o obj/shortcut_layer.o ./src/shortcut_layer.c: In function ‘make_shortcut_layer’: ./src/shortcut_layer.c:55:15: warning: unused variable ‘scale’ [-Wunused-variable] float scale = sqrt(2. / l.nweights); ^~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/representation_layer.c -o obj/representation_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/activation_layer.c -o obj/activation_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/rnn_layer.c -o obj/rnn_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/gru_layer.c -o obj/gru_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/rnn.c -o obj/rnn.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/rnn_vid.c -o obj/rnn_vid.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/crnn_layer.c -o obj/crnn_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/demo.c -o obj/demo.o ./src/demo.c: In function ‘detect_in_thread’: ./src/demo.c:101:15: warning: unused variable ‘l’ [-Wunused-variable] layer l = net.layers[net.n - 1]; ^ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/tag.c -o obj/tag.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/cifar.c -o obj/cifar.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/go.c -o obj/go.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/batchnorm_layer.c -o obj/batchnorm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/art.c -o obj/art.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/region_layer.c -o obj/region_layer.o ./src/region_layer.c: In function ‘resize_region_layer’: ./src/region_layer.c:63:9: warning: unused variable ‘old_h’ [-Wunused-variable] int old_h = l->h; ^~~~~ ./src/region_layer.c:62:9: warning: unused variable ‘old_w’ [-Wunused-variable] int old_w = l->w; ^~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/reorg_layer.c -o obj/reorg_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/reorg_old_layer.c -o obj/reorg_old_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/super.c -o obj/super.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/voxel.c -o obj/voxel.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/tree.c -o obj/tree.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/yolo_layer.c -o obj/yolo_layer.o ./src/yolo_layer.c: In function ‘make_yolo_layer’: ./src/yolo_layer.c:68:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.output, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/yolo_layer.c:75:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.delta, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/yolo_layer.c: In function ‘resize_yolo_layer’: ./src/yolo_layer.c:106:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/yolo_layer.c:115:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/activations.h:3, from ./src/layer.h:4, from ./src/yolo_layer.h:5, from ./src/yolo_layer.c:1: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/yolo_layer.c: In function ‘process_batch’: ./src/yolo_layer.c:426:25: warning: variable ‘best_match_t’ set but not used [-Wunused-but-set-variable] int best_match_t = 0; ^~~~~~~~~~~~ ./src/yolo_layer.c: In function ‘forward_yolo_layer’: ./src/yolo_layer.c:707:11: warning: unused variable ‘avg_anyobj’ [-Wunused-variable] float avg_anyobj = 0; ^~~~~~~~~~ ./src/yolo_layer.c:706:11: warning: unused variable ‘avg_obj’ [-Wunused-variable] float avg_obj = 0; ^~~~~~~ ./src/yolo_layer.c:705:11: warning: unused variable ‘avg_cat’ [-Wunused-variable] float avg_cat = 0; ^~~~~~~ ./src/yolo_layer.c:704:11: warning: unused variable ‘recall75’ [-Wunused-variable] float recall75 = 0; ^~~~~~~~ ./src/yolo_layer.c:703:11: warning: unused variable ‘recall’ [-Wunused-variable] float recall = 0; ^~~~~~ ./src/yolo_layer.c:702:11: warning: unused variable ‘tot_ciou_loss’ [-Wunused-variable] float tot_ciou_loss = 0; ^~~~~~~~~~~~~ ./src/yolo_layer.c:701:11: warning: unused variable ‘tot_diou_loss’ [-Wunused-variable] float tot_diou_loss = 0; ^~~~~~~~~~~~~ ./src/yolo_layer.c:698:11: warning: unused variable ‘tot_ciou’ [-Wunused-variable] float tot_ciou = 0; ^~~~~~~~ ./src/yolo_layer.c:697:11: warning: unused variable ‘tot_diou’ [-Wunused-variable] float tot_diou = 0; ^~~~~~~~ ./src/yolo_layer.c:696:11: warning: unused variable ‘tot_giou’ [-Wunused-variable] float tot_giou = 0; ^~~~~~~~ ./src/yolo_layer.c:668:12: warning: unused variable ‘n’ [-Wunused-variable] int b, n; ^ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/gaussian_yolo_layer.c -o obj/gaussian_yolo_layer.o ./src/gaussian_yolo_layer.c: In function ‘make_gaussian_yolo_layer’: ./src/gaussian_yolo_layer.c:72:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.output, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/gaussian_yolo_layer.c:79:38: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess == cudaHostAlloc(&l.delta, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1; ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/gaussian_yolo_layer.c: In function ‘resize_gaussian_yolo_layer’: ./src/gaussian_yolo_layer.c:111:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ ./src/gaussian_yolo_layer.c:120:42: warning: passing argument 1 of ‘cudaHostAlloc’ from incompatible pointer type [-Wincompatible-pointer-types] if (cudaSuccess != cudaHostAlloc(&l->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) { ^ In file included from /usr/local/cuda/include/cuda_runtime.h:96:0, from include/darknet.h:41, from ./src/gaussian_yolo_layer.h:5, from ./src/gaussian_yolo_layer.c:7: /usr/local/cuda/include/cuda_runtime_api.h:4811:39: note: expected ‘void **’ but argument is of type ‘float **’ extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(void **pHost, size_t size, unsigned int flags); ^~~~~~~~~~~~~ gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/upsample_layer.c -o obj/upsample_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/lstm_layer.c -o obj/lstm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/conv_lstm_layer.c -o obj/conv_lstm_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/scale_channels_layer.c -o obj/scale_channels_layer.o gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -c ./src/sam_layer.c -o obj/sam_layer.o nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/convolutional_kernels.cu -o obj/convolutional_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/activation_kernels.cu -o obj/activation_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced ./src/activation_kernels.cu(263): warning: variable "MISH_THRESHOLD" was declared but never referenced nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/im2col_kernels.cu -o obj/im2col_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). ./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code ./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/col2im_kernels.cu -o obj/col2im_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/blas_kernels.cu -o obj/blas_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu(1086): warning: variable "out_index" was declared but never referenced ./src/blas_kernels.cu(1130): warning: variable "step" was set but never used ./src/blas_kernels.cu(1736): warning: variable "stage_id" was declared but never referenced ./src/blas_kernels.cu: In function ‘void backward_shortcut_multilayer_gpu(int, int, int, int*, float**, float*, float*, float*, float*, int, float*, float**, WEIGHTS_NORMALIZATION_T)’: ./src/blas_kernels.cu:1130:5: warning: variable ‘step’ set but not used [-Wunused-but-set-variable] int step = 0; ^~~~ nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/crop_layer_kernels.cu -o obj/crop_layer_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/dropout_layer_kernels.cu -o obj/dropout_layer_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/maxpool_layer_kernels.cu -o obj/maxpool_layer_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/network_kernels.cu -o obj/network_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). ./src/network_kernels.cu(379): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(379): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(379): warning: variable "l" was declared but never referenced ./src/network_kernels.cu(379): warning: variable "l" was declared but never referenced ./src/network_kernels.cu: In function ‘float train_network_datum_gpu(network, float*, float*)’: ./src/network_kernels.cu:379:7: warning: variable ‘l’ set but not used [-Wunused-but-set-variable] layer l = net.layers[net.n - 1]; ^ nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ --compiler-options "-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU" -c ./src/avgpool_layer_kernels.cu -o obj/avgpool_layer_kernels.o nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning). g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU obj/image_opencv.o obj/http_stream.o obj/gemm.o obj/utils.o obj/dark_cuda.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/darknet.o obj/detection_layer.o obj/captcha.o obj/route_layer.o obj/writing.o obj/box.o obj/nightmare.o obj/normalization_layer.o obj/avgpool_layer.o obj/coco.o obj/dice.o obj/yolo.o obj/detector.o obj/layer.o obj/compare.o obj/classifier.o obj/local_layer.o obj/swag.o obj/shortcut_layer.o obj/representation_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/rnn.o obj/rnn_vid.o obj/crnn_layer.o obj/demo.o obj/tag.o obj/cifar.o obj/go.o obj/batchnorm_layer.o obj/art.o obj/region_layer.o obj/reorg_layer.o obj/reorg_old_layer.o obj/super.o obj/voxel.o obj/tree.o obj/yolo_layer.o obj/gaussian_yolo_layer.o obj/upsample_layer.o obj/lstm_layer.o obj/conv_lstm_layer.o obj/scale_channels_layer.o obj/sam_layer.o obj/convolutional_kernels.o obj/activation_kernels.o obj/im2col_kernels.o obj/col2im_kernels.o obj/blas_kernels.o obj/crop_layer_kernels.o obj/dropout_layer_kernels.o obj/maxpool_layer_kernels.o obj/network_kernels.o obj/avgpool_layer_kernels.o -o darknet -lm -pthread `pkg-config --libs opencv4 2> /dev/null || pkg-config --libs opencv` -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -lstdc++
Training Yolo v3:
1.Create file yolo-obj.cfg with the same content as in yolov3.cfg (or copy yolov3.cfg to yolo-obj.cfg) and:
So if classes=1 then should be filters=18. If classes=2 then write filters=21.
%pwd
'/content/darknet'
%cp cfg/yolov3.cfg cfg/yolo-obj.cfg
%cp cfg/yolov3.cfg cfg/yolo-obj.cfg
!sed -i 's/batch=1/batch=64/g' cfg/yolo-obj.cfg
!sed -i 's/subdivisions=1/subdivisions=32/g' cfg/yolo-obj.cfg
!sed -i 's/classes=80/classes=196/g' cfg/yolo-obj.cfg
!sed -i 's/filters=255/filters=603/g' cfg/yolo-obj.cfg
!sed -i 's/width=416/width=608/g' cfg/yolo-obj.cfg
!sed -i 's/height=416/height=608/g' cfg/yolo-obj.cfg
%pycat cfg/yolo-obj.cfg
2.Create file obj.names in the directory build\darknet\x64\data\ with objects names - each in new line
all_classes="""AM General Hummer SUV 2000
Acura RL Sedan 2012
Acura TL Sedan 2012
Acura TL Type-S 2008
Acura TSX Sedan 2012
Acura Integra Type R 2001
Acura ZDX Hatchback 2012
Aston Martin V8 Vantage Convertible 2012
Aston Martin V8 Vantage Coupe 2012
Aston Martin Virage Convertible 2012
Aston Martin Virage Coupe 2012
Audi RS 4 Convertible 2008
Audi A5 Coupe 2012
Audi TTS Coupe 2012
Audi R8 Coupe 2012
Audi V8 Sedan 1994
Audi 100 Sedan 1994
Audi 100 Wagon 1994
Audi TT Hatchback 2011
Audi S6 Sedan 2011
Audi S5 Convertible 2012
Audi S5 Coupe 2012
Audi S4 Sedan 2012
Audi S4 Sedan 2007
Audi TT RS Coupe 2012
BMW ActiveHybrid 5 Sedan 2012
BMW 1 Series Convertible 2012
BMW 1 Series Coupe 2012
BMW 3 Series Sedan 2012
BMW 3 Series Wagon 2012
BMW 6 Series Convertible 2007
BMW X5 SUV 2007
BMW X6 SUV 2012
BMW M3 Coupe 2012
BMW M5 Sedan 2010
BMW M6 Convertible 2010
BMW X3 SUV 2012
BMW Z4 Convertible 2012
Bentley Continental Supersports Conv. Convertible 2012
Bentley Arnage Sedan 2009
Bentley Mulsanne Sedan 2011
Bentley Continental GT Coupe 2012
Bentley Continental GT Coupe 2007
Bentley Continental Flying Spur Sedan 2007
Bugatti Veyron 16.4 Convertible 2009
Bugatti Veyron 16.4 Coupe 2009
Buick Regal GS 2012
Buick Rainier SUV 2007
Buick Verano Sedan 2012
Buick Enclave SUV 2012
Cadillac CTS-V Sedan 2012
Cadillac SRX SUV 2012
Cadillac Escalade EXT Crew Cab 2007
Chevrolet Silverado 1500 Hybrid Crew Cab 2012
Chevrolet Corvette Convertible 2012
Chevrolet Corvette ZR1 2012
Chevrolet Corvette Ron Fellows Edition Z06 2007
Chevrolet Traverse SUV 2012
Chevrolet Camaro Convertible 2012
Chevrolet HHR SS 2010
Chevrolet Impala Sedan 2007
Chevrolet Tahoe Hybrid SUV 2012
Chevrolet Sonic Sedan 2012
Chevrolet Express Cargo Van 2007
Chevrolet Avalanche Crew Cab 2012
Chevrolet Cobalt SS 2010
Chevrolet Malibu Hybrid Sedan 2010
Chevrolet TrailBlazer SS 2009
Chevrolet Silverado 2500HD Regular Cab 2012
Chevrolet Silverado 1500 Classic Extended Cab 2007
Chevrolet Express Van 2007
Chevrolet Monte Carlo Coupe 2007
Chevrolet Malibu Sedan 2007
Chevrolet Silverado 1500 Extended Cab 2012
Chevrolet Silverado 1500 Regular Cab 2012
Chrysler Aspen SUV 2009
Chrysler Sebring Convertible 2010
Chrysler Town and Country Minivan 2012
Chrysler 300 SRT-8 2010
Chrysler Crossfire Convertible 2008
Chrysler PT Cruiser Convertible 2008
Daewoo Nubira Wagon 2002
Dodge Caliber Wagon 2012
Dodge Caliber Wagon 2007
Dodge Caravan Minivan 1997
Dodge Ram Pickup 3500 Crew Cab 2010
Dodge Ram Pickup 3500 Quad Cab 2009
Dodge Sprinter Cargo Van 2009
Dodge Journey SUV 2012
Dodge Dakota Crew Cab 2010
Dodge Dakota Club Cab 2007
Dodge Magnum Wagon 2008
Dodge Challenger SRT8 2011
Dodge Durango SUV 2012
Dodge Durango SUV 2007
Dodge Charger Sedan 2012
Dodge Charger SRT-8 2009
Eagle Talon Hatchback 1998
FIAT 500 Abarth 2012
FIAT 500 Convertible 2012
Ferrari FF Coupe 2012
Ferrari California Convertible 2012
Ferrari 458 Italia Convertible 2012
Ferrari 458 Italia Coupe 2012
Fisker Karma Sedan 2012
Ford F-450 Super Duty Crew Cab 2012
Ford Mustang Convertible 2007
Ford Freestar Minivan 2007
Ford Expedition EL SUV 2009
Ford Edge SUV 2012
Ford Ranger SuperCab 2011
Ford GT Coupe 2006
Ford F-150 Regular Cab 2012
Ford F-150 Regular Cab 2007
Ford Focus Sedan 2007
Ford E-Series Wagon Van 2012
Ford Fiesta Sedan 2012
GMC Terrain SUV 2012
GMC Savana Van 2012
GMC Yukon Hybrid SUV 2012
GMC Acadia SUV 2012
GMC Canyon Extended Cab 2012
Geo Metro Convertible 1993
HUMMER H3T Crew Cab 2010
HUMMER H2 SUT Crew Cab 2009
Honda Odyssey Minivan 2012
Honda Odyssey Minivan 2007
Honda Accord Coupe 2012
Honda Accord Sedan 2012
Hyundai Veloster Hatchback 2012
Hyundai Santa Fe SUV 2012
Hyundai Tucson SUV 2012
Hyundai Veracruz SUV 2012
Hyundai Sonata Hybrid Sedan 2012
Hyundai Elantra Sedan 2007
Hyundai Accent Sedan 2012
Hyundai Genesis Sedan 2012
Hyundai Sonata Sedan 2012
Hyundai Elantra Touring Hatchback 2012
Hyundai Azera Sedan 2012
Infiniti G Coupe IPL 2012
Infiniti QX56 SUV 2011
Isuzu Ascender SUV 2008
Jaguar XK XKR 2012
Jeep Patriot SUV 2012
Jeep Wrangler SUV 2012
Jeep Liberty SUV 2012
Jeep Grand Cherokee SUV 2012
Jeep Compass SUV 2012
Lamborghini Reventon Coupe 2008
Lamborghini Aventador Coupe 2012
Lamborghini Gallardo LP 570-4 Superleggera 2012
Lamborghini Diablo Coupe 2001
Land Rover Range Rover SUV 2012
Land Rover LR2 SUV 2012
Lincoln Town Car Sedan 2011
MINI Cooper Roadster Convertible 2012
Maybach Landaulet Convertible 2012
Mazda Tribute SUV 2011
McLaren MP4-12C Coupe 2012
Mercedes-Benz 300-Class Convertible 1993
Mercedes-Benz C-Class Sedan 2012
Mercedes-Benz SL-Class Coupe 2009
Mercedes-Benz E-Class Sedan 2012
Mercedes-Benz S-Class Sedan 2012
Mercedes-Benz Sprinter Van 2012
Mitsubishi Lancer Sedan 2012
Nissan Leaf Hatchback 2012
Nissan NV Passenger Van 2012
Nissan Juke Hatchback 2012
Nissan 240SX Coupe 1998
Plymouth Neon Coupe 1999
Porsche Panamera Sedan 2012
Ram C/V Cargo Van Minivan 2012
Rolls-Royce Phantom Drophead Coupe Convertible 2012
Rolls-Royce Ghost Sedan 2012
Rolls-Royce Phantom Sedan 2012
Scion xD Hatchback 2012
Spyker C8 Convertible 2009
Spyker C8 Coupe 2009
Suzuki Aerio Sedan 2007
Suzuki Kizashi Sedan 2012
Suzuki SX4 Hatchback 2012
Suzuki SX4 Sedan 2012
Tesla Model S Sedan 2012
Toyota Sequoia SUV 2012
Toyota Camry Sedan 2012
Toyota Corolla Sedan 2012
Toyota 4Runner SUV 2012
Volkswagen Golf Hatchback 2012
Volkswagen Golf Hatchback 1991
Volkswagen Beetle Hatchback 2012
Volvo C30 Hatchback 2012
Volvo 240 Sedan 1993
Volvo XC90 SUV 2007
smart fortwo Convertible 2012
"""
#all_classes = """Gun
#"""
file = """text_file = open("build/darknet/x64/data/obj.names", "w");text_file.write(all_classes);text_file.close()"""
exec(file)
%pycat build/darknet/x64/data/obj.names
3.Create file obj.data in the directory build\darknet\x64\data\ containing (where classes = number of objects):
obj_data = """classes= 196
train = build/darknet/x64/data/train.txt
valid = build/darknet/x64/data/valid.txt
names = build/darknet/x64/data/obj.names
backup = build/darknet/x64/backup/
"""
file = """text_file = open("build/darknet/x64/data/obj.data", "w");text_file.write(obj_data);text_file.close()"""
exec(file)
%pycat build/darknet/x64/data/obj.data
4.Put image-files (.jpg) of your objects in the directory build/darknet/x64/data/obj/
import matplotlib.pyplot as plt
%matplotlib inline
import pandas as pd
import sys
import numpy as np
import seaborn as sns
import statistics as stats
sns.set(color_codes=True)
from IPython.core.interactiveshell import InteractiveShell
InteractiveShell.ast_node_interactivity = "all"
#Last import allows multiple outputs from one cell
import warnings
# Initialize the random number generator
import random
random.seed(0)
#Additional libs
import matplotlib.patches as patches
# Useful Configuration/Setting
# suppress display of warnings
warnings.filterwarnings('ignore')
# display all dataframe columns
pd.options.display.max_columns = None
# to set the limit to 3 decimals
pd.options.display.float_format = '{:.7f}'.format
# display all dataframe rows
pd.options.display.max_rows = None
#Setting to shows all entries in array displayed
np.set_printoptions(threshold=sys.maxsize)
# First create a copy function we can use
# importing shutil module
import shutil
def copyFileFunc(source,destination):
# Source path
#source = "/content/darknet/cfg/yolov3.cfg"
# Destination path
#destination = "/content/darknet/custom_data/cfg/yolov3-custom.cfg"
# Copy the content of
# source to destination
try:
shutil.copyfile(source, destination)
print("File copied successfully.")
# If source and destination are same
except shutil.SameFileError:
print("Source and destination represents the same file.")
# If destination is a directory.
except IsADirectoryError:
print("Destination is a directory.")
# If there is any permission issue
except PermissionError:
print("Permission denied.")
# For other errors
except:
print("Error occurred while copying file.")
%mkdir build/darknet/x64/data/obj
# Read The Data Set
import os
images_path = "/content/drive/MyDrive/Capstone/Car Images/Car Images/"
all_folders_train= os.listdir(images_path+'Train Images')
#Lets read the Train Annotations
#Lets give our own column names as excel sheet does not have proper column names
columnNameList=['Image_Name','cor1','cor2','cor3','cor4','Image_Class']
trainAnno= pd.read_csv('/content/drive/MyDrive/Capstone/Annotations/Train Annotations.csv',names=columnNameList)
trainAnno.head(5)
| Image_Name | cor1 | cor2 | cor3 | cor4 | Image_Class | |
|---|---|---|---|---|---|---|
| 0 | Image Name | Bounding Box coordinates | NaN | NaN | NaN | Image class |
| 1 | 00001.jpg | 39 | 116.0000000 | 569.0000000 | 375.0000000 | 14 |
| 2 | 00002.jpg | 36 | 116.0000000 | 868.0000000 | 587.0000000 | 3 |
| 3 | 00003.jpg | 85 | 109.0000000 | 601.0000000 | 381.0000000 | 91 |
| 4 | 00004.jpg | 621 | 393.0000000 | 1484.0000000 | 1096.0000000 | 134 |
import matplotlib.image as img
import cv2
#Lets initialize a counter
counter=-1
fileNamesTrain=[]
#Annotation Dict
annot={}
for i in all_folders_train:
eachFolder=os.listdir(images_path+'Train Images/'+i)
for eachFile in eachFolder:
if(eachFile.find('(') != -1):
print("Duplicate File: ",eachFile)
continue;
#Copy the file into darknet
copyFileFunc(images_path+'Train Images/'+i+'/'+eachFile,'/content/darknet/build/darknet/x64/data/obj/'+eachFile)
#List of file names in Train
fileNamesTrain.append(eachFile)
#Proceed
counter=counter+1
# reading png image file
im = img.imread(images_path+'Train Images/'+i+'/'+eachFile)
imgLength=im.shape[0]
imgWidth=im.shape[1]
# Getting coordinates
#print("Processing Files :",eachFile)
labelData=trainAnno[trainAnno['Image_Name']==eachFile]
x0=int(labelData['cor1'])
y0=int(labelData['cor2'])
x1=int(labelData['cor3'])
y1=int(labelData['cor4'])
imageClass=labelData['Image_Class']
x_center_coord=x0+(x1-x0)/2
y_center_coord=y0+(y1-y0)/2
#Lets create Darknet annotations
object_class_id=int(imageClass)-1
x_centre=x_center_coord/imgWidth
y_centre=y_center_coord/imgLength
w_bb=(x1-x0)/imgWidth
h_bb=(y1-y0)/imgLength
#Add to Annottaion Dictionary List
annot[eachFile]=[object_class_id,x_centre,y_centre,w_bb,h_bb]
#Print counter
print("Total no of files ",counter)
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Total no of files 8143
# Above o/p
#Total no of files 8143
# Lets create train.txt
train_file = open("build/darknet/x64/data/train.txt", "w")
for f_name in fileNamesTrain:
train_file.write("build/darknet/x64/data/obj/"+f_name+"\n");
train_file.close();
# Lets create annot file for each image
for key, value in annot.items():
key=key[0:-3]+'txt'
image_annot_file = open('/content/darknet/build/darknet/x64/data/obj/'+key, "w")
strAnnot=((str(value))[1:-1]).replace(',','')
image_annot_file.write(strAnnot+"\n")
image_annot_file.close()
63
47
60
81
81
63
67
59
69
53
81
80
61
80
80
55
79
58
80
54
69
63
63
55
60
56
79
63
51
59
80
40
53
42
67
80
56
66
27
80
80
79
79
81
55
79
81
80
54
82
80
68
46
53
79
55
79
66
79
45
53
80
53
80
80
68
69
46
59
80
52
79
80
32
64
67
80
81
80
80
29
60
42
81
42
80
44
66
52
65
79
52
54
53
80
66
79
81
81
55
66
79
81
54
67
80
80
59
81
59
80
80
53
78
56
68
31
64
79
80
54
80
80
65
80
54
81
80
79
53
54
56
79
53
80
81
80
69
69
80
78
54
65
81
80
67
80
61
59
71
81
54
80
65
65
80
80
80
27
80
48
69
65
54
67
53
55
67
68
45
66
51
81
81
80
79
29
48
70
51
57
50
79
66
81
40
54
80
82
81
54
80
80
66
41
46
61
68
52
45
80
65
59
80
53
61
54
80
62
63
59
80
59
62
63
80
40
61
53
67
63
48
51
61
53
39
59
80
62
48
79
41
60
69
63
56
56
79
80
80
60
53
37
80
54
69
63
55
65
54
42
65
40
81
54
65
54
80
54
59
65
57
56
45
46
56
48
58
80
33
55
81
61
59
81
80
39
82
81
65
80
45
61
62
60
81
81
56
80
67
50
69
61
80
46
81
59
80
61
54
69
54
80
69
66
42
39
79
55
69
34
80
68
60
56
64
57
56
79
80
79
68
31
80
80
44
67
63
44
56
60
54
81
63
59
52
81
66
63
80
62
80
61
72
81
59
42
80
55
50
35
47
63
63
81
81
80
61
69
78
69
47
63
49
63
68
40
80
66
80
81
63
56
52
40
63
52
80
51
81
80
81
80
80
80
61
80
81
61
79
79
28
51
61
80
78
59
42
67
56
59
80
80
63
80
80
60
54
63
56
47
63
67
81
26
55
80
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### Blank Space
### Blank Space
Repeat For Test
# Read The Data Set
import os
images_path = "/content/drive/MyDrive/Capstone/Car Images/Car Images/"
all_folders_test= os.listdir(images_path+'Test Images')
#Lets read the Train Annotations
#Lets give our own column names as excel sheet does not have proper column names
columnNameList=['Image_Name','cor1','cor2','cor3','cor4','Image_Class']
testAnno= pd.read_csv('/content/drive/MyDrive/Capstone/Annotations/Test Annotation.csv',names=columnNameList)
testAnno.head(5)
| Image_Name | cor1 | cor2 | cor3 | cor4 | Image_Class | |
|---|---|---|---|---|---|---|
| 0 | Image Name | Bounding Box coordinates | NaN | NaN | NaN | Image class |
| 1 | 00001.jpg | 30 | 52.0000000 | 246.0000000 | 147.0000000 | 181 |
| 2 | 00002.jpg | 100 | 19.0000000 | 576.0000000 | 203.0000000 | 103 |
| 3 | 00003.jpg | 51 | 105.0000000 | 968.0000000 | 659.0000000 | 145 |
| 4 | 00004.jpg | 67 | 84.0000000 | 581.0000000 | 407.0000000 | 187 |
import matplotlib.image as img
import cv2
#Lets initialize a counter
counter=-1
fileNamesTest=[]
#Annotation Dict
annotTest={}
for i in all_folders_test:
eachFolder=os.listdir(images_path+'Test Images/'+i)
for eachFile in eachFolder:
if(eachFile.find('(') != -1):
print("Duplicate File: ",eachFile)
continue;
#Copy the file into darknet
copyFileFunc(images_path+'Test Images/'+i+'/'+eachFile,'/content/darknet/build/darknet/x64/data/obj/'+'Test_'+eachFile)
#List of file names in Test
fileNamesTest.append('Test_'+eachFile)
#Proceed
counter=counter+1
# reading png image file
im = img.imread(images_path+'Test Images/'+i+'/'+eachFile)
imgLength=im.shape[0]
imgWidth=im.shape[1]
# Getting coordinates
#print("Processing Files :",eachFile)
labelData=testAnno[testAnno['Image_Name']==eachFile]
x0=int(labelData['cor1'])
y0=int(labelData['cor2'])
x1=int(labelData['cor3'])
y1=int(labelData['cor4'])
imageClass=labelData['Image_Class']
x_center_coord=x0+(x1-x0)/2
y_center_coord=y0+(y1-y0)/2
#Lets create Darknet annotations
object_class_id=int(imageClass)-1
x_centre=x_center_coord/imgWidth
y_centre=y_center_coord/imgLength
w_bb=(x1-x0)/imgWidth
h_bb=(y1-y0)/imgLength
#Add to Annottaion Dictionary List
annotTest['Test_'+eachFile]=[object_class_id,x_centre,y_centre,w_bb,h_bb]
#Print counter
print("Total no of files ",counter)
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# Lets create valid.txt
test_file = open("build/darknet/x64/data/valid.txt", "w")
for f_name in fileNamesTest:
test_file.write("build/darknet/x64/data/obj/"+f_name+"\n");
test_file.close();
# Lets create annot file for each image
for key, value in annotTest.items():
key=key[0:-3]+'txt'
image_annot_file = open('/content/darknet/build/darknet/x64/data/obj/'+key, "w")
strAnnot=((str(value))[1:-1]).replace(',','')
image_annot_file.write(strAnnot+"\n")
image_annot_file.close()
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% cd /content/darknet
%pwd
%ls -1 build/darknet/x64/data/obj/*.jpg | wc -l
%ls -1 build/darknet/x64/data/obj/*.txt | wc -l
16185 16185
5.You should label each object on images from your dataset. Use this visual GUI-software for marking bounded boxes of objects and generating annotation files for Yolo v2 & v3:
LabelImg
LabelImg is a graphical image annotation tool.: https://github.com/tzutalin/labelImg
Yolo_mark
Windows & Linux GUI for marking bounded boxes of objects in images for training Yolo v3 and v2
https://github.com/AlexeyAB/Yolo_mark
It will create .txt-file for each .jpg-image-file - in the same directory and with the same name, but with .txt-extension, and put to file: object number and object coordinates on this image, for each object in new line: <object-class> <x> <y> <width> <height>
Where:
<object-class> - integer object number from 0 to (classes-1)<x_center> <y_center> <width> <height> - float values relative to width and height of image, it can be equal from (0.0 to 1.0]<x> = <absolute_x> / <image_width> or <height> = <absolute_height> / <image_height><x_center> <y_center> - are center of rectangle (are not top-left corner)For example for img1.jpg you will be created img1.txt containing:
1 0.716797 0.395833 0.216406 0.147222
0 0.687109 0.379167 0.255469 0.158333
1 0.420312 0.395833 0.140625 0.166667
6.Create file train.txt and valid.txt in directory build\darknet\x64\data\ with filenames of your images, each filename in new line, with path relative to darknet, for example containing:
7.Download pre-trained weights for the convolutional layers (154 MB): https://pjreddie.com/media/files/darknet53.conv.74 and put to the directory build\darknet\x64
!wget -P build/darknet/x64/ https://pjreddie.com/media/files/darknet53.conv.74
#%ls build/darknet/x64/
--2022-03-02 15:32:09-- https://pjreddie.com/media/files/darknet53.conv.74 Resolving pjreddie.com (pjreddie.com)... 128.208.4.108 Connecting to pjreddie.com (pjreddie.com)|128.208.4.108|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 162482580 (155M) [application/octet-stream] Saving to: ‘build/darknet/x64/darknet53.conv.74’ darknet53.conv.74 100%[===================>] 154.96M 21.0MB/s in 8.3s 2022-03-02 15:32:19 (18.7 MB/s) - ‘build/darknet/x64/darknet53.conv.74’ saved [162482580/162482580]
STOP
ENDENDENDEND
8.training by using the command line:
./darknet detector train build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/darknet53.conv.74 -dont_show
8.1. For training with mAP (mean average precisions) calculation for each 4 Epochs (set valid=valid.txt or train.txt in obj.data file) and run:
./darknet detector train build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/darknet53.conv.74 -dont_show -map
!./darknet detector train build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/darknet53.conv.74 -dont_show -map
Streaming output truncated to the last 5000 lines.
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 351.398499, iou_loss = 0.000000, total_loss = 351.398499
total_bbox = 6454, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;101/500200: loss=248.4 hours left=2197.7
101: 248.421829, 772.470703 avg loss, 0.000000 rate, 6.879221 seconds, 6464 images, 2197.668369 hours left
Loaded: 0.000061 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.532501), count: 2, class_loss = 153.985672, iou_loss = 1.089233, total_loss = 155.074905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 212.805710, iou_loss = 0.000000, total_loss = 212.805710
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 360.444092, iou_loss = 0.000000, total_loss = 360.444092
total_bbox = 6456, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.311499), count: 2, class_loss = 158.707275, iou_loss = 1.815796, total_loss = 160.523071
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.653976, iou_loss = 0.000000, total_loss = 206.653976
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 329.673126, iou_loss = 0.000000, total_loss = 329.673126
total_bbox = 6458, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.495164), count: 2, class_loss = 152.493469, iou_loss = 0.658997, total_loss = 153.152466
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.278442, iou_loss = 0.000000, total_loss = 206.278442
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 319.000122, iou_loss = 0.000000, total_loss = 319.000122
total_bbox = 6460, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.525338), count: 2, class_loss = 155.272812, iou_loss = 1.190186, total_loss = 156.462997
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 209.398361, iou_loss = 0.000000, total_loss = 209.398361
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 328.104156, iou_loss = 0.000000, total_loss = 328.104156
total_bbox = 6462, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.430888), count: 2, class_loss = 154.046158, iou_loss = 0.626022, total_loss = 154.672180
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.577133, iou_loss = 0.000000, total_loss = 206.577133
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 324.672455, iou_loss = 0.000000, total_loss = 324.672455
total_bbox = 6464, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.312396), count: 2, class_loss = 152.681152, iou_loss = 1.647430, total_loss = 154.328583
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.315689, iou_loss = 0.000000, total_loss = 207.315689
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 341.237396, iou_loss = 0.000000, total_loss = 341.237396
total_bbox = 6466, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.246566), count: 2, class_loss = 157.205688, iou_loss = 2.282654, total_loss = 159.488342
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 218.016022, iou_loss = 0.000000, total_loss = 218.016022
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 400.157745, iou_loss = 0.000000, total_loss = 400.157745
total_bbox = 6468, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.602094), count: 2, class_loss = 153.266922, iou_loss = 1.168137, total_loss = 154.435059
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 212.496658, iou_loss = 0.000000, total_loss = 212.496658
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 361.645599, iou_loss = 0.000000, total_loss = 361.645599
total_bbox = 6470, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.548417), count: 2, class_loss = 155.644882, iou_loss = 0.623260, total_loss = 156.268143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 208.203476, iou_loss = 0.000000, total_loss = 208.203476
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 338.420074, iou_loss = 0.000000, total_loss = 338.420074
total_bbox = 6472, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.345753), count: 2, class_loss = 152.443970, iou_loss = 1.984756, total_loss = 154.428726
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.953873, iou_loss = 0.000000, total_loss = 206.953873
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.140686, iou_loss = 0.000000, total_loss = 320.140686
total_bbox = 6474, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.559407), count: 2, class_loss = 154.651321, iou_loss = 0.461945, total_loss = 155.113266
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 208.741013, iou_loss = 0.000000, total_loss = 208.741013
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 331.174866, iou_loss = 0.000000, total_loss = 331.174866
total_bbox = 6476, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.324434), count: 2, class_loss = 154.254944, iou_loss = 1.260178, total_loss = 155.515121
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.817581, iou_loss = 0.000000, total_loss = 206.817581
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 330.313599, iou_loss = 0.000000, total_loss = 330.313599
total_bbox = 6478, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.289882), count: 2, class_loss = 158.021011, iou_loss = 4.090424, total_loss = 162.111435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 215.223160, iou_loss = 0.000000, total_loss = 215.223160
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 358.883179, iou_loss = 0.000000, total_loss = 358.883179
total_bbox = 6480, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.379216), count: 2, class_loss = 153.321335, iou_loss = 1.297913, total_loss = 154.619247
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.685287, iou_loss = 0.000000, total_loss = 207.685287
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 326.969604, iou_loss = 0.000000, total_loss = 326.969604
total_bbox = 6482, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.353820), count: 2, class_loss = 155.662186, iou_loss = 1.769958, total_loss = 157.432144
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 210.538544, iou_loss = 0.000000, total_loss = 210.538544
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 341.069336, iou_loss = 0.000000, total_loss = 341.069336
total_bbox = 6484, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.441596), count: 2, class_loss = 156.658585, iou_loss = 0.968689, total_loss = 157.627274
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.636581, iou_loss = 0.000000, total_loss = 207.636581
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 353.808685, iou_loss = 0.000000, total_loss = 353.808685
total_bbox = 6486, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.529455), count: 2, class_loss = 151.555649, iou_loss = 0.674881, total_loss = 152.230530
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.032013, iou_loss = 0.000000, total_loss = 206.032013
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 327.008728, iou_loss = 0.000000, total_loss = 327.008728
total_bbox = 6488, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.432604), count: 2, class_loss = 151.761398, iou_loss = 1.154556, total_loss = 152.915955
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 205.703506, iou_loss = 0.000000, total_loss = 205.703506
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.010345, iou_loss = 0.000000, total_loss = 320.010345
total_bbox = 6490, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.518691), count: 2, class_loss = 152.230988, iou_loss = 1.514252, total_loss = 153.745239
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 210.391830, iou_loss = 0.000000, total_loss = 210.391830
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 342.417694, iou_loss = 0.000000, total_loss = 342.417694
total_bbox = 6492, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.319487), count: 2, class_loss = 157.563950, iou_loss = 1.375427, total_loss = 158.939377
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 217.538742, iou_loss = 0.000000, total_loss = 217.538742
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 371.741119, iou_loss = 0.000000, total_loss = 371.741119
total_bbox = 6494, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.387016), count: 2, class_loss = 151.468414, iou_loss = 1.181213, total_loss = 152.649628
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.956863, iou_loss = 0.000000, total_loss = 207.956863
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 332.425323, iou_loss = 0.000000, total_loss = 332.425323
total_bbox = 6496, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.261996), count: 2, class_loss = 153.762192, iou_loss = 4.125153, total_loss = 157.887344
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.405350, iou_loss = 0.000000, total_loss = 206.405350
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 331.966461, iou_loss = 0.000000, total_loss = 331.966461
total_bbox = 6498, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.436789), count: 2, class_loss = 151.865952, iou_loss = 0.883804, total_loss = 152.749756
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 211.371140, iou_loss = 0.000000, total_loss = 211.371140
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 355.020294, iou_loss = 0.000000, total_loss = 355.020294
total_bbox = 6500, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.399055), count: 2, class_loss = 155.385635, iou_loss = 1.155212, total_loss = 156.540848
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 211.199921, iou_loss = 0.000000, total_loss = 211.199921
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 338.979675, iou_loss = 0.000000, total_loss = 338.979675
total_bbox = 6502, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.492256), count: 2, class_loss = 155.351746, iou_loss = 0.729111, total_loss = 156.080856
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 210.033279, iou_loss = 0.000000, total_loss = 210.033279
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 323.882324, iou_loss = 0.000000, total_loss = 323.882324
total_bbox = 6504, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.316258), count: 2, class_loss = 155.500793, iou_loss = 2.324799, total_loss = 157.825592
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 213.361404, iou_loss = 0.000000, total_loss = 213.361404
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 360.895020, iou_loss = 0.000000, total_loss = 360.895020
total_bbox = 6506, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.260044), count: 2, class_loss = 155.648819, iou_loss = 1.095566, total_loss = 156.744385
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 202.384109, iou_loss = 0.000000, total_loss = 202.384109
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.839996, iou_loss = 0.000000, total_loss = 320.839996
total_bbox = 6508, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.612740), count: 2, class_loss = 154.196579, iou_loss = 0.534714, total_loss = 154.731293
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 210.907852, iou_loss = 0.000000, total_loss = 210.907852
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 340.987335, iou_loss = 0.000000, total_loss = 340.987335
total_bbox = 6510, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.291775), count: 2, class_loss = 156.520325, iou_loss = 2.007507, total_loss = 158.527832
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 208.480911, iou_loss = 0.000000, total_loss = 208.480911
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 329.911621, iou_loss = 0.000000, total_loss = 329.911621
total_bbox = 6512, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.407986), count: 2, class_loss = 154.808548, iou_loss = 0.857330, total_loss = 155.665878
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 208.162216, iou_loss = 0.000000, total_loss = 208.162216
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 335.213013, iou_loss = 0.000000, total_loss = 335.213013
total_bbox = 6514, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.425012), count: 2, class_loss = 156.118500, iou_loss = 0.906448, total_loss = 157.024948
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 211.061752, iou_loss = 0.000000, total_loss = 211.061752
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 351.602570, iou_loss = 0.000000, total_loss = 351.602570
total_bbox = 6515, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.368283), count: 2, class_loss = 152.696259, iou_loss = 1.681046, total_loss = 154.377304
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 204.537125, iou_loss = 0.000000, total_loss = 204.537125
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 318.371735, iou_loss = 0.000000, total_loss = 318.371735
total_bbox = 6517, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;102/500200: loss=234.9 hours left=2185.3
102: 234.934860, 718.717102 avg loss, 0.000000 rate, 6.944570 seconds, 6528 images, 2185.300554 hours left
Loaded: 0.000079 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.175774), count: 2, class_loss = 154.344376, iou_loss = 4.868332, total_loss = 159.212708
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.847260, iou_loss = 0.000000, total_loss = 207.847260
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 355.070618, iou_loss = 0.000000, total_loss = 355.070618
total_bbox = 6519, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.767559), count: 2, class_loss = 153.828629, iou_loss = 0.189651, total_loss = 154.018280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 199.405167, iou_loss = 0.000000, total_loss = 199.405167
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 314.550354, iou_loss = 0.000000, total_loss = 314.550354
total_bbox = 6521, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.743730), count: 2, class_loss = 154.524048, iou_loss = 0.427505, total_loss = 154.951553
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 202.177643, iou_loss = 0.000000, total_loss = 202.177643
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 325.226959, iou_loss = 0.000000, total_loss = 325.226959
total_bbox = 6523, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.457497), count: 2, class_loss = 151.453384, iou_loss = 0.714920, total_loss = 152.168304
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 199.567078, iou_loss = 0.000000, total_loss = 199.567078
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 306.271301, iou_loss = 0.000000, total_loss = 306.271301
total_bbox = 6525, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.237374), count: 2, class_loss = 154.162186, iou_loss = 3.091476, total_loss = 157.253662
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.414764, iou_loss = 0.000000, total_loss = 206.414764
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 328.053589, iou_loss = 0.000000, total_loss = 328.053589
total_bbox = 6527, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.620766), count: 2, class_loss = 155.480103, iou_loss = 0.531815, total_loss = 156.011917
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 203.779053, iou_loss = 0.000000, total_loss = 203.779053
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 315.913452, iou_loss = 0.000000, total_loss = 315.913452
total_bbox = 6529, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.606644), count: 2, class_loss = 152.222076, iou_loss = 0.447250, total_loss = 152.669327
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 201.921280, iou_loss = 0.000000, total_loss = 201.921280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 321.118134, iou_loss = 0.000000, total_loss = 321.118134
total_bbox = 6531, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.635938), count: 2, class_loss = 151.340607, iou_loss = 0.302109, total_loss = 151.642715
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 197.062866, iou_loss = 0.000000, total_loss = 197.062866
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 296.529175, iou_loss = 0.000000, total_loss = 296.529175
total_bbox = 6533, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.382420), count: 2, class_loss = 150.875229, iou_loss = 0.878387, total_loss = 151.753616
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 198.666443, iou_loss = 0.000000, total_loss = 198.666443
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.134796, iou_loss = 0.000000, total_loss = 320.134796
total_bbox = 6535, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.518175), count: 2, class_loss = 155.479599, iou_loss = 1.835220, total_loss = 157.314819
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 208.017899, iou_loss = 0.000000, total_loss = 208.017899
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 350.278137, iou_loss = 0.000000, total_loss = 350.278137
total_bbox = 6537, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.495013), count: 2, class_loss = 154.384354, iou_loss = 0.455444, total_loss = 154.839798
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 197.173447, iou_loss = 0.000000, total_loss = 197.173447
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 301.080444, iou_loss = 0.000000, total_loss = 301.080444
total_bbox = 6539, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.383925), count: 2, class_loss = 152.925461, iou_loss = 1.115250, total_loss = 154.040710
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.916077, iou_loss = 0.000000, total_loss = 206.916077
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 334.061707, iou_loss = 0.000000, total_loss = 334.061707
total_bbox = 6541, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.569974), count: 2, class_loss = 151.600739, iou_loss = 0.503815, total_loss = 152.104553
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 196.280838, iou_loss = 0.000000, total_loss = 196.280838
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 299.885376, iou_loss = 0.000000, total_loss = 299.885376
total_bbox = 6543, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.467727), count: 2, class_loss = 149.995361, iou_loss = 0.799866, total_loss = 150.795227
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.165451, iou_loss = 0.000000, total_loss = 207.165451
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 323.621948, iou_loss = 0.000000, total_loss = 323.621948
total_bbox = 6545, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.559367), count: 2, class_loss = 156.392456, iou_loss = 1.203094, total_loss = 157.595551
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 203.976639, iou_loss = 0.000000, total_loss = 203.976639
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 322.162018, iou_loss = 0.000000, total_loss = 322.162018
total_bbox = 6547, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.518158), count: 2, class_loss = 155.339066, iou_loss = 1.791016, total_loss = 157.130081
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.088318, iou_loss = 0.000000, total_loss = 206.088318
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 322.247009, iou_loss = 0.000000, total_loss = 322.247009
total_bbox = 6549, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.225620), count: 2, class_loss = 151.998276, iou_loss = 2.657974, total_loss = 154.656250
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 200.414536, iou_loss = 0.000000, total_loss = 200.414536
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 311.850586, iou_loss = 0.000000, total_loss = 311.850586
total_bbox = 6551, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.305065), count: 2, class_loss = 154.679260, iou_loss = 3.804291, total_loss = 158.483551
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 212.133728, iou_loss = 0.000000, total_loss = 212.133728
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 355.836823, iou_loss = 0.000000, total_loss = 355.836823
total_bbox = 6553, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.567348), count: 2, class_loss = 156.072861, iou_loss = 0.849823, total_loss = 156.922684
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 211.134964, iou_loss = 0.000000, total_loss = 211.134964
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 345.851257, iou_loss = 0.000000, total_loss = 345.851257
total_bbox = 6555, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.252017), count: 2, class_loss = 151.594193, iou_loss = 2.009232, total_loss = 153.603424
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.402939, iou_loss = 0.000000, total_loss = 206.402939
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 349.169678, iou_loss = 0.000000, total_loss = 349.169678
total_bbox = 6557, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.524088), count: 2, class_loss = 154.668564, iou_loss = 0.683014, total_loss = 155.351578
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 201.013351, iou_loss = 0.000000, total_loss = 201.013351
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 306.918152, iou_loss = 0.000000, total_loss = 306.918152
total_bbox = 6559, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.278686), count: 2, class_loss = 155.859390, iou_loss = 1.964844, total_loss = 157.824234
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 200.880020, iou_loss = 0.000000, total_loss = 200.880020
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 313.169983, iou_loss = 0.000000, total_loss = 313.169983
total_bbox = 6561, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.461870), count: 2, class_loss = 152.507324, iou_loss = 0.580460, total_loss = 153.087784
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 200.644135, iou_loss = 0.000000, total_loss = 200.644135
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 302.574249, iou_loss = 0.000000, total_loss = 302.574249
total_bbox = 6563, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.523470), count: 2, class_loss = 152.838242, iou_loss = 0.729752, total_loss = 153.567993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 203.640656, iou_loss = 0.000000, total_loss = 203.640656
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 327.904205, iou_loss = 0.000000, total_loss = 327.904205
total_bbox = 6565, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.521671), count: 2, class_loss = 150.529495, iou_loss = 0.946823, total_loss = 151.476318
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 201.666092, iou_loss = 0.000000, total_loss = 201.666092
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 317.791077, iou_loss = 0.000000, total_loss = 317.791077
total_bbox = 6567, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.469272), count: 2, class_loss = 153.597305, iou_loss = 0.883041, total_loss = 154.480347
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.262756, iou_loss = 0.000000, total_loss = 207.262756
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.063904, iou_loss = 0.000000, total_loss = 320.063904
total_bbox = 6569, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.289588), count: 2, class_loss = 149.956512, iou_loss = 1.718536, total_loss = 151.675049
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 207.081711, iou_loss = 0.000000, total_loss = 207.081711
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 326.390228, iou_loss = 0.000000, total_loss = 326.390228
total_bbox = 6571, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.226934), count: 2, class_loss = 153.231232, iou_loss = 6.761398, total_loss = 159.992630
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 212.715530, iou_loss = 0.000000, total_loss = 212.715530
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 359.216095, iou_loss = 0.000000, total_loss = 359.216095
total_bbox = 6573, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.548049), count: 2, class_loss = 151.923767, iou_loss = 1.274170, total_loss = 153.197937
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 202.886963, iou_loss = 0.000000, total_loss = 202.886963
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 327.751923, iou_loss = 0.000000, total_loss = 327.751923
total_bbox = 6575, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.613290), count: 2, class_loss = 151.792267, iou_loss = 0.602020, total_loss = 152.394287
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 198.757767, iou_loss = 0.000000, total_loss = 198.757767
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 297.756195, iou_loss = 0.000000, total_loss = 297.756195
total_bbox = 6577, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.515053), count: 2, class_loss = 153.820831, iou_loss = 1.375702, total_loss = 155.196533
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.077164, iou_loss = 0.000000, total_loss = 206.077164
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.640411, iou_loss = 0.000000, total_loss = 320.640411
total_bbox = 6579, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.267793), count: 2, class_loss = 152.453094, iou_loss = 2.599915, total_loss = 155.053009
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 209.244400, iou_loss = 0.000000, total_loss = 209.244400
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 346.071747, iou_loss = 0.000000, total_loss = 346.071747
total_bbox = 6581, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;103/500200: loss=227.5 hours left=2173.1
103: 227.500473, 669.595459 avg loss, 0.000000 rate, 6.922321 seconds, 6592 images, 2173.094773 hours left
Loaded: 0.000048 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.621926), count: 2, class_loss = 152.852951, iou_loss = 0.745987, total_loss = 153.598938
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.769089, iou_loss = 0.000000, total_loss = 192.769089
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 290.585083, iou_loss = 0.000000, total_loss = 290.585083
total_bbox = 6583, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.580472), count: 2, class_loss = 151.230621, iou_loss = 0.428406, total_loss = 151.659027
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.201675, iou_loss = 0.000000, total_loss = 192.201675
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 293.395294, iou_loss = 0.000000, total_loss = 293.395294
total_bbox = 6585, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.481180), count: 2, class_loss = 150.383911, iou_loss = 0.520844, total_loss = 150.904755
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 191.332642, iou_loss = 0.000000, total_loss = 191.332642
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 288.323029, iou_loss = 0.000000, total_loss = 288.323029
total_bbox = 6587, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.207381), count: 2, class_loss = 149.526489, iou_loss = 2.172272, total_loss = 151.698761
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 193.686157, iou_loss = 0.000000, total_loss = 193.686157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 296.123932, iou_loss = 0.000000, total_loss = 296.123932
total_bbox = 6589, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.216421), count: 2, class_loss = 150.802948, iou_loss = 2.994202, total_loss = 153.797150
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 201.452438, iou_loss = 0.000000, total_loss = 201.452438
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 325.250702, iou_loss = 0.000000, total_loss = 325.250702
total_bbox = 6591, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.793201), count: 2, class_loss = 148.139145, iou_loss = 0.179840, total_loss = 148.318985
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 190.992813, iou_loss = 0.000000, total_loss = 190.992813
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 290.872070, iou_loss = 0.000000, total_loss = 290.872070
total_bbox = 6593, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.577294), count: 2, class_loss = 151.065735, iou_loss = 0.957993, total_loss = 152.023727
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.381073, iou_loss = 0.000000, total_loss = 192.381073
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 286.382355, iou_loss = 0.000000, total_loss = 286.382355
total_bbox = 6595, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.442246), count: 2, class_loss = 151.998688, iou_loss = 0.783142, total_loss = 152.781830
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 193.142242, iou_loss = 0.000000, total_loss = 193.142242
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 287.535095, iou_loss = 0.000000, total_loss = 287.535095
total_bbox = 6597, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.284942), count: 2, class_loss = 152.908524, iou_loss = 1.229752, total_loss = 154.138275
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 189.735229, iou_loss = 0.000000, total_loss = 189.735229
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 286.898956, iou_loss = 0.000000, total_loss = 286.898956
total_bbox = 6599, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.417628), count: 2, class_loss = 154.560486, iou_loss = 1.076157, total_loss = 155.636642
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 200.718872, iou_loss = 0.000000, total_loss = 200.718872
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 325.163177, iou_loss = 0.000000, total_loss = 325.163177
total_bbox = 6601, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.302672), count: 2, class_loss = 146.957169, iou_loss = 1.320221, total_loss = 148.277390
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.201263, iou_loss = 0.000000, total_loss = 192.201263
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 284.443573, iou_loss = 0.000000, total_loss = 284.443573
total_bbox = 6603, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.543966), count: 2, class_loss = 147.502060, iou_loss = 0.627228, total_loss = 148.129288
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 191.510956, iou_loss = 0.000000, total_loss = 191.510956
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 286.002808, iou_loss = 0.000000, total_loss = 286.002808
total_bbox = 6605, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.555764), count: 2, class_loss = 153.319199, iou_loss = 0.662720, total_loss = 153.981918
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 191.486435, iou_loss = 0.000000, total_loss = 191.486435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 286.829102, iou_loss = 0.000000, total_loss = 286.829102
total_bbox = 6607, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.531664), count: 2, class_loss = 151.641953, iou_loss = 1.309235, total_loss = 152.951187
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 202.808716, iou_loss = 0.000000, total_loss = 202.808716
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 318.437958, iou_loss = 0.000000, total_loss = 318.437958
total_bbox = 6609, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.362490), count: 2, class_loss = 150.544556, iou_loss = 1.266586, total_loss = 151.811142
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 200.904495, iou_loss = 0.000000, total_loss = 200.904495
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 313.368866, iou_loss = 0.000000, total_loss = 313.368866
total_bbox = 6611, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.609211), count: 2, class_loss = 150.526947, iou_loss = 0.608688, total_loss = 151.135635
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 198.177002, iou_loss = 0.000000, total_loss = 198.177002
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 312.100006, iou_loss = 0.000000, total_loss = 312.100006
total_bbox = 6613, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392713), count: 2, class_loss = 150.195847, iou_loss = 1.271545, total_loss = 151.467392
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 195.492905, iou_loss = 0.000000, total_loss = 195.492905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 299.662964, iou_loss = 0.000000, total_loss = 299.662964
total_bbox = 6615, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.259006), count: 2, class_loss = 147.883759, iou_loss = 1.707413, total_loss = 149.591171
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 193.797028, iou_loss = 0.000000, total_loss = 193.797028
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 297.925079, iou_loss = 0.000000, total_loss = 297.925079
total_bbox = 6617, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.300752), count: 2, class_loss = 149.876129, iou_loss = 2.075592, total_loss = 151.951721
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 187.939667, iou_loss = 0.000000, total_loss = 187.939667
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 273.325439, iou_loss = 0.000000, total_loss = 273.325439
total_bbox = 6619, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.483568), count: 2, class_loss = 147.878677, iou_loss = 1.417267, total_loss = 149.295944
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 198.322662, iou_loss = 0.000000, total_loss = 198.322662
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 305.281799, iou_loss = 0.000000, total_loss = 305.281799
total_bbox = 6621, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.526072), count: 2, class_loss = 148.742981, iou_loss = 0.526398, total_loss = 149.269379
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 188.819946, iou_loss = 0.000000, total_loss = 188.819946
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 281.516052, iou_loss = 0.000000, total_loss = 281.516052
total_bbox = 6623, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.288078), count: 2, class_loss = 150.598770, iou_loss = 2.049255, total_loss = 152.648026
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.296143, iou_loss = 0.000000, total_loss = 192.296143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 295.625519, iou_loss = 0.000000, total_loss = 295.625519
total_bbox = 6625, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.230422), count: 2, class_loss = 149.071625, iou_loss = 1.967056, total_loss = 151.038681
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 193.030655, iou_loss = 0.000000, total_loss = 193.030655
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 304.373688, iou_loss = 0.000000, total_loss = 304.373688
total_bbox = 6627, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.438615), count: 2, class_loss = 151.401474, iou_loss = 1.012650, total_loss = 152.414124
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 195.595200, iou_loss = 0.000000, total_loss = 195.595200
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 292.861786, iou_loss = 0.000000, total_loss = 292.861786
total_bbox = 6629, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.287314), count: 2, class_loss = 149.519226, iou_loss = 2.102997, total_loss = 151.622223
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 197.107697, iou_loss = 0.000000, total_loss = 197.107697
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 318.135803, iou_loss = 0.000000, total_loss = 318.135803
total_bbox = 6631, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.383497), count: 2, class_loss = 154.274399, iou_loss = 1.321762, total_loss = 155.596161
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 197.656937, iou_loss = 0.000000, total_loss = 197.656937
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 306.463593, iou_loss = 0.000000, total_loss = 306.463593
total_bbox = 6633, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.418527), count: 2, class_loss = 151.479706, iou_loss = 1.309387, total_loss = 152.789093
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 188.450989, iou_loss = 0.000000, total_loss = 188.450989
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 285.041321, iou_loss = 0.000000, total_loss = 285.041321
total_bbox = 6635, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.391415), count: 2, class_loss = 149.007233, iou_loss = 1.463959, total_loss = 150.471191
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 197.615753, iou_loss = 0.000000, total_loss = 197.615753
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 312.457428, iou_loss = 0.000000, total_loss = 312.457428
total_bbox = 6637, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.598326), count: 2, class_loss = 147.010223, iou_loss = 0.710388, total_loss = 147.720612
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.432816, iou_loss = 0.000000, total_loss = 192.432816
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 288.054932, iou_loss = 0.000000, total_loss = 288.054932
total_bbox = 6639, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.306379), count: 2, class_loss = 149.825897, iou_loss = 2.024765, total_loss = 151.850662
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 195.189911, iou_loss = 0.000000, total_loss = 195.189911
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 293.473511, iou_loss = 0.000000, total_loss = 293.473511
total_bbox = 6641, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.522974), count: 2, class_loss = 151.082840, iou_loss = 0.814056, total_loss = 151.896896
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 206.526855, iou_loss = 0.000000, total_loss = 206.526855
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 344.604767, iou_loss = 0.000000, total_loss = 344.604767
total_bbox = 6643, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.438361), count: 2, class_loss = 147.867722, iou_loss = 1.846436, total_loss = 149.714157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 196.894974, iou_loss = 0.000000, total_loss = 196.894974
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 316.653992, iou_loss = 0.000000, total_loss = 316.653992
total_bbox = 6645, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;104/500200: loss=215.3 hours left=2161.0
104: 215.312744, 624.167175 avg loss, 0.000000 rate, 6.909666 seconds, 6656 images, 2160.980146 hours left
Loaded: 0.000061 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.283614), count: 2, class_loss = 150.950348, iou_loss = 8.846634, total_loss = 159.796982
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 195.938492, iou_loss = 0.000000, total_loss = 195.938492
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 318.570831, iou_loss = 0.000000, total_loss = 318.570831
total_bbox = 6647, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.316983), count: 2, class_loss = 147.467239, iou_loss = 2.213745, total_loss = 149.680984
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.567001, iou_loss = 0.000000, total_loss = 186.567001
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 277.197021, iou_loss = 0.000000, total_loss = 277.197021
total_bbox = 6649, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.395496), count: 2, class_loss = 146.631210, iou_loss = 0.799576, total_loss = 147.430786
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 184.167450, iou_loss = 0.000000, total_loss = 184.167450
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 272.254028, iou_loss = 0.000000, total_loss = 272.254028
total_bbox = 6651, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.485605), count: 2, class_loss = 146.057495, iou_loss = 0.962311, total_loss = 147.019806
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 187.853958, iou_loss = 0.000000, total_loss = 187.853958
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 280.114044, iou_loss = 0.000000, total_loss = 280.114044
total_bbox = 6653, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.330369), count: 2, class_loss = 146.567108, iou_loss = 1.328568, total_loss = 147.895676
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.986084, iou_loss = 0.000000, total_loss = 181.986084
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 269.847229, iou_loss = 0.000000, total_loss = 269.847229
total_bbox = 6655, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.409395), count: 2, class_loss = 150.794098, iou_loss = 0.782028, total_loss = 151.576126
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 188.669449, iou_loss = 0.000000, total_loss = 188.669449
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 277.206726, iou_loss = 0.000000, total_loss = 277.206726
total_bbox = 6657, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.334770), count: 2, class_loss = 152.760956, iou_loss = 1.891800, total_loss = 154.652756
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 184.140427, iou_loss = 0.000000, total_loss = 184.140427
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 269.111481, iou_loss = 0.000000, total_loss = 269.111481
total_bbox = 6659, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.252099), count: 2, class_loss = 145.602432, iou_loss = 2.186356, total_loss = 147.788788
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 190.532333, iou_loss = 0.000000, total_loss = 190.532333
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 288.865631, iou_loss = 0.000000, total_loss = 288.865631
total_bbox = 6661, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.174406), count: 2, class_loss = 148.230194, iou_loss = 7.403549, total_loss = 155.633743
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.008224, iou_loss = 0.000000, total_loss = 185.008224
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 271.652649, iou_loss = 0.000000, total_loss = 271.652649
total_bbox = 6663, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.473119), count: 2, class_loss = 148.271286, iou_loss = 0.980530, total_loss = 149.251816
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.151321, iou_loss = 0.000000, total_loss = 183.151321
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 258.885529, iou_loss = 0.000000, total_loss = 258.885529
total_bbox = 6665, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.548996), count: 2, class_loss = 147.088226, iou_loss = 0.517868, total_loss = 147.606094
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 180.952042, iou_loss = 0.000000, total_loss = 180.952042
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 254.356873, iou_loss = 0.000000, total_loss = 254.356873
total_bbox = 6667, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.372895), count: 2, class_loss = 148.424408, iou_loss = 1.460831, total_loss = 149.885239
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.957230, iou_loss = 0.000000, total_loss = 185.957230
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 279.873169, iou_loss = 0.000000, total_loss = 279.873169
total_bbox = 6669, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.306025), count: 2, class_loss = 146.190170, iou_loss = 1.695297, total_loss = 147.885468
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.624786, iou_loss = 0.000000, total_loss = 185.624786
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 278.668518, iou_loss = 0.000000, total_loss = 278.668518
total_bbox = 6671, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.805309), count: 2, class_loss = 147.684235, iou_loss = 0.218887, total_loss = 147.903122
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.524033, iou_loss = 0.000000, total_loss = 185.524033
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 268.205200, iou_loss = 0.000000, total_loss = 268.205200
total_bbox = 6673, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.245741), count: 2, class_loss = 149.624954, iou_loss = 3.032440, total_loss = 152.657394
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.955444, iou_loss = 0.000000, total_loss = 181.955444
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 264.812469, iou_loss = 0.000000, total_loss = 264.812469
total_bbox = 6675, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.433682), count: 2, class_loss = 147.281708, iou_loss = 1.215973, total_loss = 148.497681
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 187.693802, iou_loss = 0.000000, total_loss = 187.693802
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 281.637787, iou_loss = 0.000000, total_loss = 281.637787
total_bbox = 6677, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.427677), count: 2, class_loss = 150.514008, iou_loss = 0.953613, total_loss = 151.467621
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 188.659958, iou_loss = 0.000000, total_loss = 188.659958
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 274.567139, iou_loss = 0.000000, total_loss = 274.567139
total_bbox = 6679, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.364081), count: 2, class_loss = 149.062134, iou_loss = 1.202911, total_loss = 150.265045
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 189.786316, iou_loss = 0.000000, total_loss = 189.786316
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 280.085693, iou_loss = 0.000000, total_loss = 280.085693
total_bbox = 6681, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.340351), count: 2, class_loss = 145.942535, iou_loss = 1.612473, total_loss = 147.555008
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.806839, iou_loss = 0.000000, total_loss = 181.806839
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 266.638367, iou_loss = 0.000000, total_loss = 266.638367
total_bbox = 6683, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.471837), count: 2, class_loss = 146.423813, iou_loss = 1.599365, total_loss = 148.023178
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.796616, iou_loss = 0.000000, total_loss = 186.796616
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 274.457611, iou_loss = 0.000000, total_loss = 274.457611
total_bbox = 6685, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.499410), count: 2, class_loss = 149.520355, iou_loss = 0.825653, total_loss = 150.346008
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 187.722839, iou_loss = 0.000000, total_loss = 187.722839
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 278.839996, iou_loss = 0.000000, total_loss = 278.839996
total_bbox = 6687, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.245605), count: 2, class_loss = 148.095978, iou_loss = 2.526718, total_loss = 150.622696
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.521561, iou_loss = 0.000000, total_loss = 185.521561
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 275.098389, iou_loss = 0.000000, total_loss = 275.098389
total_bbox = 6689, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.481404), count: 2, class_loss = 148.569046, iou_loss = 0.992310, total_loss = 149.561356
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 197.274323, iou_loss = 0.000000, total_loss = 197.274323
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 307.139038, iou_loss = 0.000000, total_loss = 307.139038
total_bbox = 6691, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.329287), count: 2, class_loss = 145.664185, iou_loss = 1.765228, total_loss = 147.429413
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.054779, iou_loss = 0.000000, total_loss = 183.054779
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 263.094910, iou_loss = 0.000000, total_loss = 263.094910
total_bbox = 6693, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424494), count: 2, class_loss = 148.093643, iou_loss = 0.794693, total_loss = 148.888336
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.192368, iou_loss = 0.000000, total_loss = 181.192368
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 263.756622, iou_loss = 0.000000, total_loss = 263.756622
total_bbox = 6695, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.253181), count: 2, class_loss = 149.730560, iou_loss = 7.084488, total_loss = 156.815048
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 193.980804, iou_loss = 0.000000, total_loss = 193.980804
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 313.742401, iou_loss = 0.000000, total_loss = 313.742401
total_bbox = 6697, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.388466), count: 2, class_loss = 147.679184, iou_loss = 0.591339, total_loss = 148.270523
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 180.564911, iou_loss = 0.000000, total_loss = 180.564911
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 257.664948, iou_loss = 0.000000, total_loss = 257.664948
total_bbox = 6699, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.676083), count: 2, class_loss = 151.950638, iou_loss = 0.327881, total_loss = 152.278519
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 194.150726, iou_loss = 0.000000, total_loss = 194.150726
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 299.947784, iou_loss = 0.000000, total_loss = 299.947784
total_bbox = 6701, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.480896), count: 2, class_loss = 151.403915, iou_loss = 1.046219, total_loss = 152.450134
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.870071, iou_loss = 0.000000, total_loss = 183.870071
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 279.690918, iou_loss = 0.000000, total_loss = 279.690918
total_bbox = 6703, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.316593), count: 2, class_loss = 149.546310, iou_loss = 4.884491, total_loss = 154.430801
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.160873, iou_loss = 0.000000, total_loss = 186.160873
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 267.449982, iou_loss = 0.000000, total_loss = 267.449982
total_bbox = 6705, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.685382), count: 2, class_loss = 145.878189, iou_loss = 1.053421, total_loss = 146.931610
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.847031, iou_loss = 0.000000, total_loss = 183.847031
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 269.915619, iou_loss = 0.000000, total_loss = 269.915619
total_bbox = 6707, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.552039), count: 2, class_loss = 148.441925, iou_loss = 1.129684, total_loss = 149.571609
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.112167, iou_loss = 0.000000, total_loss = 185.112167
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 268.686523, iou_loss = 0.000000, total_loss = 268.686523
total_bbox = 6709, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;105/500200: loss=204.5 hours left=2149.0
105: 204.451355, 582.195618 avg loss, 0.000000 rate, 6.943641 seconds, 6720 images, 2148.969026 hours left
Loaded: 0.000054 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.277033), count: 2, class_loss = 147.181549, iou_loss = 1.381607, total_loss = 148.563156
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.503952, iou_loss = 0.000000, total_loss = 179.503952
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 254.446365, iou_loss = 0.000000, total_loss = 254.446365
total_bbox = 6711, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.396333), count: 2, class_loss = 146.756271, iou_loss = 0.647583, total_loss = 147.403854
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 178.052292, iou_loss = 0.000000, total_loss = 178.052292
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 250.760071, iou_loss = 0.000000, total_loss = 250.760071
total_bbox = 6713, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.227100), count: 2, class_loss = 144.916733, iou_loss = 2.173401, total_loss = 147.090134
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 173.385712, iou_loss = 0.000000, total_loss = 173.385712
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 236.959946, iou_loss = 0.000000, total_loss = 236.959946
total_bbox = 6715, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.361184), count: 2, class_loss = 148.318848, iou_loss = 1.629700, total_loss = 149.948547
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 189.274155, iou_loss = 0.000000, total_loss = 189.274155
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 302.837891, iou_loss = 0.000000, total_loss = 302.837891
total_bbox = 6717, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.452985), count: 2, class_loss = 146.427139, iou_loss = 2.384476, total_loss = 148.811615
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.772949, iou_loss = 0.000000, total_loss = 181.772949
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 256.912659, iou_loss = 0.000000, total_loss = 256.912659
total_bbox = 6719, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.616502), count: 2, class_loss = 146.370834, iou_loss = 0.530106, total_loss = 146.900940
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 173.584625, iou_loss = 0.000000, total_loss = 173.584625
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 246.925430, iou_loss = 0.000000, total_loss = 246.925430
total_bbox = 6721, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.353894), count: 2, class_loss = 144.975052, iou_loss = 1.710846, total_loss = 146.685898
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 175.173523, iou_loss = 0.000000, total_loss = 175.173523
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 245.868088, iou_loss = 0.000000, total_loss = 245.868088
total_bbox = 6723, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.459526), count: 2, class_loss = 146.256317, iou_loss = 1.594910, total_loss = 147.851227
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.795334, iou_loss = 0.000000, total_loss = 176.795334
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 250.346008, iou_loss = 0.000000, total_loss = 250.346008
total_bbox = 6725, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.630175), count: 2, class_loss = 144.981689, iou_loss = 0.916916, total_loss = 145.898605
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 182.730072, iou_loss = 0.000000, total_loss = 182.730072
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 270.056732, iou_loss = 0.000000, total_loss = 270.056732
total_bbox = 6727, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.280328), count: 2, class_loss = 146.937759, iou_loss = 10.586624, total_loss = 157.524384
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 184.913132, iou_loss = 0.000000, total_loss = 184.913132
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 281.156738, iou_loss = 0.000000, total_loss = 281.156738
total_bbox = 6729, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.427872), count: 2, class_loss = 147.277634, iou_loss = 1.164001, total_loss = 148.441635
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 182.905716, iou_loss = 0.000000, total_loss = 182.905716
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 262.244049, iou_loss = 0.000000, total_loss = 262.244049
total_bbox = 6731, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.227735), count: 2, class_loss = 146.937134, iou_loss = 2.004166, total_loss = 148.941299
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.403748, iou_loss = 0.000000, total_loss = 181.403748
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 262.691101, iou_loss = 0.000000, total_loss = 262.691101
total_bbox = 6733, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.498171), count: 2, class_loss = 147.652893, iou_loss = 0.450867, total_loss = 148.103760
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.135056, iou_loss = 0.000000, total_loss = 176.135056
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 254.178894, iou_loss = 0.000000, total_loss = 254.178894
total_bbox = 6735, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.242463), count: 2, class_loss = 145.069000, iou_loss = 2.322479, total_loss = 147.391479
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.608673, iou_loss = 0.000000, total_loss = 183.608673
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 276.465637, iou_loss = 0.000000, total_loss = 276.465637
total_bbox = 6737, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.268382), count: 2, class_loss = 148.810242, iou_loss = 1.674973, total_loss = 150.485214
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 180.844040, iou_loss = 0.000000, total_loss = 180.844040
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 271.435791, iou_loss = 0.000000, total_loss = 271.435791
total_bbox = 6739, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.681042), count: 2, class_loss = 148.123718, iou_loss = 0.236816, total_loss = 148.360535
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 182.288010, iou_loss = 0.000000, total_loss = 182.288010
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 258.835144, iou_loss = 0.000000, total_loss = 258.835144
total_bbox = 6741, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.533401), count: 2, class_loss = 145.407593, iou_loss = 1.138092, total_loss = 146.545685
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.191086, iou_loss = 0.000000, total_loss = 179.191086
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 265.113586, iou_loss = 0.000000, total_loss = 265.113586
total_bbox = 6743, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.322562), count: 2, class_loss = 146.947830, iou_loss = 2.534164, total_loss = 149.481995
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.439957, iou_loss = 0.000000, total_loss = 177.439957
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 255.897507, iou_loss = 0.000000, total_loss = 255.897507
total_bbox = 6745, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.182402), count: 2, class_loss = 147.303406, iou_loss = 6.612518, total_loss = 153.915924
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 184.638687, iou_loss = 0.000000, total_loss = 184.638687
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 278.980927, iou_loss = 0.000000, total_loss = 278.980927
total_bbox = 6747, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.398560), count: 2, class_loss = 146.252502, iou_loss = 1.201935, total_loss = 147.454437
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.628662, iou_loss = 0.000000, total_loss = 179.628662
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 247.574585, iou_loss = 0.000000, total_loss = 247.574585
total_bbox = 6749, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.630362), count: 2, class_loss = 145.039017, iou_loss = 0.235550, total_loss = 145.274567
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.598480, iou_loss = 0.000000, total_loss = 176.598480
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 258.543030, iou_loss = 0.000000, total_loss = 258.543030
total_bbox = 6751, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.306479), count: 2, class_loss = 146.758194, iou_loss = 1.988571, total_loss = 148.746765
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 180.976028, iou_loss = 0.000000, total_loss = 180.976028
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 274.296234, iou_loss = 0.000000, total_loss = 274.296234
total_bbox = 6753, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.426176), count: 2, class_loss = 147.527908, iou_loss = 1.189362, total_loss = 148.717270
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 187.517487, iou_loss = 0.000000, total_loss = 187.517487
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 295.332550, iou_loss = 0.000000, total_loss = 295.332550
total_bbox = 6755, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.479548), count: 2, class_loss = 149.497330, iou_loss = 1.092331, total_loss = 150.589661
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.916641, iou_loss = 0.000000, total_loss = 183.916641
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 274.120544, iou_loss = 0.000000, total_loss = 274.120544
total_bbox = 6757, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.743801), count: 2, class_loss = 146.257202, iou_loss = 0.157700, total_loss = 146.414902
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.551544, iou_loss = 0.000000, total_loss = 177.551544
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 248.494522, iou_loss = 0.000000, total_loss = 248.494522
total_bbox = 6759, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.669882), count: 2, class_loss = 146.283356, iou_loss = 0.505524, total_loss = 146.788879
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 187.456665, iou_loss = 0.000000, total_loss = 187.456665
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 294.977386, iou_loss = 0.000000, total_loss = 294.977386
total_bbox = 6761, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.338069), count: 2, class_loss = 144.325775, iou_loss = 1.897659, total_loss = 146.223434
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.663620, iou_loss = 0.000000, total_loss = 176.663620
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 248.407791, iou_loss = 0.000000, total_loss = 248.407791
total_bbox = 6763, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.214016), count: 2, class_loss = 147.159622, iou_loss = 3.372513, total_loss = 150.532135
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.602066, iou_loss = 0.000000, total_loss = 176.602066
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 250.110046, iou_loss = 0.000000, total_loss = 250.110046
total_bbox = 6765, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.323647), count: 2, class_loss = 142.671890, iou_loss = 1.818451, total_loss = 144.490341
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.232651, iou_loss = 0.000000, total_loss = 179.232651
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 261.329376, iou_loss = 0.000000, total_loss = 261.329376
total_bbox = 6767, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.608286), count: 2, class_loss = 145.876328, iou_loss = 0.889450, total_loss = 146.765778
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.901917, iou_loss = 0.000000, total_loss = 192.901917
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 338.655670, iou_loss = 0.000000, total_loss = 338.655670
total_bbox = 6769, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.639848), count: 2, class_loss = 145.676270, iou_loss = 0.443161, total_loss = 146.119431
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.022720, iou_loss = 0.000000, total_loss = 179.022720
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 265.502136, iou_loss = 0.000000, total_loss = 265.502136
total_bbox = 6771, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.429957), count: 2, class_loss = 145.926529, iou_loss = 1.537109, total_loss = 147.463638
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.699829, iou_loss = 0.000000, total_loss = 176.699829
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 244.514420, iou_loss = 0.000000, total_loss = 244.514420
total_bbox = 6773, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;106/500200: loss=198.0 hours left=2137.1
106: 197.982361, 543.774292 avg loss, 0.000000 rate, 6.946529 seconds, 6784 images, 2137.125212 hours left
Loaded: 0.000055 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.741992), count: 2, class_loss = 146.047775, iou_loss = 0.199203, total_loss = 146.246979
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 173.905273, iou_loss = 0.000000, total_loss = 173.905273
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 238.165451, iou_loss = 0.000000, total_loss = 238.165451
total_bbox = 6775, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.235791), count: 2, class_loss = 143.258789, iou_loss = 4.242752, total_loss = 147.501541
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 175.532898, iou_loss = 0.000000, total_loss = 175.532898
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 249.443344, iou_loss = 0.000000, total_loss = 249.443344
total_bbox = 6777, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.443950), count: 2, class_loss = 143.881317, iou_loss = 0.746918, total_loss = 144.628235
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.171249, iou_loss = 0.000000, total_loss = 170.171249
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 230.846313, iou_loss = 0.000000, total_loss = 230.846313
total_bbox = 6779, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.530946), count: 2, class_loss = 146.625763, iou_loss = 0.412003, total_loss = 147.037766
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 171.828796, iou_loss = 0.000000, total_loss = 171.828796
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 231.483429, iou_loss = 0.000000, total_loss = 231.483429
total_bbox = 6781, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.345157), count: 2, class_loss = 144.117416, iou_loss = 0.966461, total_loss = 145.083878
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.898331, iou_loss = 0.000000, total_loss = 168.898331
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 234.102768, iou_loss = 0.000000, total_loss = 234.102768
total_bbox = 6783, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.527603), count: 2, class_loss = 147.742523, iou_loss = 0.718338, total_loss = 148.460861
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.939682, iou_loss = 0.000000, total_loss = 177.939682
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 271.960968, iou_loss = 0.000000, total_loss = 271.960968
total_bbox = 6785, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.363925), count: 2, class_loss = 146.068970, iou_loss = 2.139618, total_loss = 148.208588
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.943710, iou_loss = 0.000000, total_loss = 177.943710
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 264.321350, iou_loss = 0.000000, total_loss = 264.321350
total_bbox = 6787, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.534457), count: 2, class_loss = 142.992569, iou_loss = 0.583832, total_loss = 143.576401
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 171.105164, iou_loss = 0.000000, total_loss = 171.105164
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 243.965424, iou_loss = 0.000000, total_loss = 243.965424
total_bbox = 6789, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.484711), count: 2, class_loss = 146.563934, iou_loss = 0.917068, total_loss = 147.481003
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.533722, iou_loss = 0.000000, total_loss = 183.533722
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 293.525055, iou_loss = 0.000000, total_loss = 293.525055
total_bbox = 6791, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.460225), count: 2, class_loss = 145.875610, iou_loss = 0.893829, total_loss = 146.769440
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 174.290253, iou_loss = 0.000000, total_loss = 174.290253
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 248.320435, iou_loss = 0.000000, total_loss = 248.320435
total_bbox = 6793, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.602646), count: 2, class_loss = 142.427658, iou_loss = 0.413727, total_loss = 142.841385
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.926575, iou_loss = 0.000000, total_loss = 169.926575
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 230.373032, iou_loss = 0.000000, total_loss = 230.373032
total_bbox = 6795, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.474465), count: 2, class_loss = 143.777832, iou_loss = 0.978699, total_loss = 144.756531
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.749664, iou_loss = 0.000000, total_loss = 172.749664
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 239.747818, iou_loss = 0.000000, total_loss = 239.747818
total_bbox = 6797, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.438253), count: 2, class_loss = 144.273697, iou_loss = 0.757355, total_loss = 145.031052
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 174.386597, iou_loss = 0.000000, total_loss = 174.386597
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 263.356689, iou_loss = 0.000000, total_loss = 263.356689
total_bbox = 6799, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.433646), count: 2, class_loss = 143.319107, iou_loss = 0.937393, total_loss = 144.256500
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.298187, iou_loss = 0.000000, total_loss = 168.298187
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 233.926620, iou_loss = 0.000000, total_loss = 233.926620
total_bbox = 6801, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.356867), count: 2, class_loss = 146.636627, iou_loss = 1.100388, total_loss = 147.737015
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.576736, iou_loss = 0.000000, total_loss = 172.576736
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 234.196838, iou_loss = 0.000000, total_loss = 234.196838
total_bbox = 6803, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.464854), count: 2, class_loss = 143.239716, iou_loss = 0.658585, total_loss = 143.898300
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.841934, iou_loss = 0.000000, total_loss = 168.841934
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 227.260300, iou_loss = 0.000000, total_loss = 227.260300
total_bbox = 6805, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.530105), count: 2, class_loss = 141.162033, iou_loss = 0.872055, total_loss = 142.034088
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.948608, iou_loss = 0.000000, total_loss = 170.948608
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 236.053009, iou_loss = 0.000000, total_loss = 236.053009
total_bbox = 6807, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.256343), count: 2, class_loss = 143.324860, iou_loss = 2.591217, total_loss = 145.916077
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.604477, iou_loss = 0.000000, total_loss = 172.604477
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 234.366486, iou_loss = 0.000000, total_loss = 234.366486
total_bbox = 6809, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.274834), count: 2, class_loss = 144.020737, iou_loss = 1.963898, total_loss = 145.984634
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 174.571442, iou_loss = 0.000000, total_loss = 174.571442
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 248.920425, iou_loss = 0.000000, total_loss = 248.920425
total_bbox = 6811, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.586734), count: 2, class_loss = 142.452759, iou_loss = 0.335251, total_loss = 142.788010
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 171.208389, iou_loss = 0.000000, total_loss = 171.208389
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 239.950958, iou_loss = 0.000000, total_loss = 239.950958
total_bbox = 6813, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.569254), count: 2, class_loss = 144.729660, iou_loss = 0.538788, total_loss = 145.268448
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.221573, iou_loss = 0.000000, total_loss = 172.221573
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 243.196503, iou_loss = 0.000000, total_loss = 243.196503
total_bbox = 6815, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.193068), count: 2, class_loss = 147.614716, iou_loss = 6.619461, total_loss = 154.234177
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.574875, iou_loss = 0.000000, total_loss = 181.574875
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 282.153992, iou_loss = 0.000000, total_loss = 282.153992
total_bbox = 6817, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.506039), count: 2, class_loss = 142.220154, iou_loss = 0.794281, total_loss = 143.014435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.392471, iou_loss = 0.000000, total_loss = 168.392471
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 228.648346, iou_loss = 0.000000, total_loss = 228.648346
total_bbox = 6819, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.476148), count: 2, class_loss = 140.676697, iou_loss = 0.948914, total_loss = 141.625610
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.563248, iou_loss = 0.000000, total_loss = 170.563248
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 236.819290, iou_loss = 0.000000, total_loss = 236.819290
total_bbox = 6821, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.428720), count: 2, class_loss = 145.582977, iou_loss = 1.046860, total_loss = 146.629837
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 171.809311, iou_loss = 0.000000, total_loss = 171.809311
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 241.092346, iou_loss = 0.000000, total_loss = 241.092346
total_bbox = 6823, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.752067), count: 2, class_loss = 144.875244, iou_loss = 0.416428, total_loss = 145.291672
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.214706, iou_loss = 0.000000, total_loss = 170.214706
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 232.949341, iou_loss = 0.000000, total_loss = 232.949341
total_bbox = 6825, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.499698), count: 2, class_loss = 141.595428, iou_loss = 0.809464, total_loss = 142.404892
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 165.939743, iou_loss = 0.000000, total_loss = 165.939743
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 221.699768, iou_loss = 0.000000, total_loss = 221.699768
total_bbox = 6827, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.509275), count: 2, class_loss = 144.180695, iou_loss = 0.619232, total_loss = 144.799927
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 171.467728, iou_loss = 0.000000, total_loss = 171.467728
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 235.348541, iou_loss = 0.000000, total_loss = 235.348541
total_bbox = 6829, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392094), count: 2, class_loss = 146.349014, iou_loss = 1.894485, total_loss = 148.243500
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.208832, iou_loss = 0.000000, total_loss = 186.208832
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 303.833588, iou_loss = 0.000000, total_loss = 303.833588
total_bbox = 6831, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.420155), count: 2, class_loss = 142.973557, iou_loss = 1.498428, total_loss = 144.471985
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 173.938599, iou_loss = 0.000000, total_loss = 173.938599
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 257.736389, iou_loss = 0.000000, total_loss = 257.736389
total_bbox = 6833, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.546135), count: 2, class_loss = 146.090286, iou_loss = 0.609619, total_loss = 146.699905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.113922, iou_loss = 0.000000, total_loss = 169.113922
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 228.004440, iou_loss = 0.000000, total_loss = 228.004440
total_bbox = 6835, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.349117), count: 2, class_loss = 144.306747, iou_loss = 1.791656, total_loss = 146.098404
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 174.649002, iou_loss = 0.000000, total_loss = 174.649002
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 259.861267, iou_loss = 0.000000, total_loss = 259.861267
total_bbox = 6837, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;107/500200: loss=188.1 hours left=2125.4
107: 188.145920, 508.211456 avg loss, 0.000000 rate, 6.923378 seconds, 6848 images, 2125.403818 hours left
Loaded: 0.000055 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.385173), count: 2, class_loss = 141.897919, iou_loss = 7.221069, total_loss = 149.118988
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 175.261749, iou_loss = 0.000000, total_loss = 175.261749
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 257.398926, iou_loss = 0.000000, total_loss = 257.398926
total_bbox = 6839, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.356230), count: 2, class_loss = 140.757935, iou_loss = 3.446442, total_loss = 144.204376
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.977783, iou_loss = 0.000000, total_loss = 168.977783
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 253.705505, iou_loss = 0.000000, total_loss = 253.705505
total_bbox = 6841, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.228658), count: 2, class_loss = 142.013458, iou_loss = 2.681061, total_loss = 144.694519
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.025192, iou_loss = 0.000000, total_loss = 169.025192
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 241.762009, iou_loss = 0.000000, total_loss = 241.762009
total_bbox = 6843, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.349912), count: 2, class_loss = 141.958328, iou_loss = 1.657379, total_loss = 143.615707
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.973221, iou_loss = 0.000000, total_loss = 168.973221
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 238.502304, iou_loss = 0.000000, total_loss = 238.502304
total_bbox = 6845, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.318058), count: 2, class_loss = 144.982590, iou_loss = 4.960770, total_loss = 149.943359
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.041962, iou_loss = 0.000000, total_loss = 169.041962
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 233.877563, iou_loss = 0.000000, total_loss = 233.877563
total_bbox = 6847, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.395069), count: 2, class_loss = 146.551422, iou_loss = 1.261963, total_loss = 147.813385
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 167.720154, iou_loss = 0.000000, total_loss = 167.720154
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 232.637177, iou_loss = 0.000000, total_loss = 232.637177
total_bbox = 6849, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.248338), count: 2, class_loss = 140.016586, iou_loss = 2.000076, total_loss = 142.016663
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 166.466583, iou_loss = 0.000000, total_loss = 166.466583
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 232.996323, iou_loss = 0.000000, total_loss = 232.996323
total_bbox = 6851, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.404385), count: 2, class_loss = 138.416611, iou_loss = 1.091919, total_loss = 139.508530
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.127594, iou_loss = 0.000000, total_loss = 159.127594
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 214.255203, iou_loss = 0.000000, total_loss = 214.255203
total_bbox = 6853, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.294484), count: 2, class_loss = 142.715240, iou_loss = 1.658752, total_loss = 144.373993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 173.353134, iou_loss = 0.000000, total_loss = 173.353134
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 250.126678, iou_loss = 0.000000, total_loss = 250.126678
total_bbox = 6855, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.251914), count: 2, class_loss = 146.659668, iou_loss = 13.779861, total_loss = 160.439529
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.583740, iou_loss = 0.000000, total_loss = 172.583740
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 251.260559, iou_loss = 0.000000, total_loss = 251.260559
total_bbox = 6857, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.528185), count: 2, class_loss = 141.553604, iou_loss = 0.630173, total_loss = 142.183777
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 162.079697, iou_loss = 0.000000, total_loss = 162.079697
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 216.495773, iou_loss = 0.000000, total_loss = 216.495773
total_bbox = 6859, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.255083), count: 2, class_loss = 143.606262, iou_loss = 2.128906, total_loss = 145.735168
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 166.073029, iou_loss = 0.000000, total_loss = 166.073029
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 219.778534, iou_loss = 0.000000, total_loss = 219.778534
total_bbox = 6861, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.663315), count: 2, class_loss = 141.449173, iou_loss = 0.960846, total_loss = 142.410019
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 163.341110, iou_loss = 0.000000, total_loss = 163.341110
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 220.839874, iou_loss = 0.000000, total_loss = 220.839874
total_bbox = 6863, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.321384), count: 2, class_loss = 142.055176, iou_loss = 2.187485, total_loss = 144.242661
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.107742, iou_loss = 0.000000, total_loss = 172.107742
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 239.948074, iou_loss = 0.000000, total_loss = 239.948074
total_bbox = 6865, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.178009), count: 2, class_loss = 144.988800, iou_loss = 6.094238, total_loss = 151.083038
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 173.559540, iou_loss = 0.000000, total_loss = 173.559540
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 267.083984, iou_loss = 0.000000, total_loss = 267.083984
total_bbox = 6867, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.313061), count: 2, class_loss = 143.897690, iou_loss = 4.173508, total_loss = 148.071198
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 171.824417, iou_loss = 0.000000, total_loss = 171.824417
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 241.836594, iou_loss = 0.000000, total_loss = 241.836594
total_bbox = 6869, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.405267), count: 2, class_loss = 141.791061, iou_loss = 1.097778, total_loss = 142.888840
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 164.046280, iou_loss = 0.000000, total_loss = 164.046280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 218.858276, iou_loss = 0.000000, total_loss = 218.858276
total_bbox = 6871, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.478213), count: 2, class_loss = 143.171539, iou_loss = 2.467545, total_loss = 145.639084
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 164.439285, iou_loss = 0.000000, total_loss = 164.439285
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 225.865036, iou_loss = 0.000000, total_loss = 225.865036
total_bbox = 6873, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.371845), count: 2, class_loss = 144.887543, iou_loss = 2.036118, total_loss = 146.923660
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 166.632660, iou_loss = 0.000000, total_loss = 166.632660
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 230.973465, iou_loss = 0.000000, total_loss = 230.973465
total_bbox = 6875, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.397406), count: 2, class_loss = 140.590775, iou_loss = 3.417892, total_loss = 144.008667
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.908035, iou_loss = 0.000000, total_loss = 161.908035
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 213.513840, iou_loss = 0.000000, total_loss = 213.513840
total_bbox = 6877, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.566860), count: 2, class_loss = 141.235367, iou_loss = 0.344696, total_loss = 141.580063
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 162.624725, iou_loss = 0.000000, total_loss = 162.624725
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 212.028839, iou_loss = 0.000000, total_loss = 212.028839
total_bbox = 6879, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.308783), count: 2, class_loss = 141.411606, iou_loss = 1.134277, total_loss = 142.545883
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.063568, iou_loss = 0.000000, total_loss = 168.063568
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 236.176819, iou_loss = 0.000000, total_loss = 236.176819
total_bbox = 6881, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.264802), count: 2, class_loss = 143.877625, iou_loss = 2.354095, total_loss = 146.231720
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 164.467209, iou_loss = 0.000000, total_loss = 164.467209
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 230.768570, iou_loss = 0.000000, total_loss = 230.768570
total_bbox = 6883, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.414928), count: 2, class_loss = 141.086212, iou_loss = 0.750885, total_loss = 141.837097
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 164.625504, iou_loss = 0.000000, total_loss = 164.625504
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 221.649490, iou_loss = 0.000000, total_loss = 221.649490
total_bbox = 6885, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.609387), count: 2, class_loss = 139.543137, iou_loss = 0.569382, total_loss = 140.112518
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 163.909561, iou_loss = 0.000000, total_loss = 163.909561
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 214.743683, iou_loss = 0.000000, total_loss = 214.743683
total_bbox = 6887, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.616688), count: 2, class_loss = 142.843933, iou_loss = 0.584015, total_loss = 143.427948
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 160.952164, iou_loss = 0.000000, total_loss = 160.952164
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 212.560089, iou_loss = 0.000000, total_loss = 212.560089
total_bbox = 6889, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.561897), count: 2, class_loss = 140.596786, iou_loss = 0.828156, total_loss = 141.424942
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.946548, iou_loss = 0.000000, total_loss = 169.946548
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 234.290848, iou_loss = 0.000000, total_loss = 234.290848
total_bbox = 6891, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.504349), count: 2, class_loss = 145.890045, iou_loss = 0.697403, total_loss = 146.587448
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 167.577545, iou_loss = 0.000000, total_loss = 167.577545
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 243.739655, iou_loss = 0.000000, total_loss = 243.739655
total_bbox = 6893, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424199), count: 2, class_loss = 138.563583, iou_loss = 1.037354, total_loss = 139.600937
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.938995, iou_loss = 0.000000, total_loss = 161.938995
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 215.497437, iou_loss = 0.000000, total_loss = 215.497437
total_bbox = 6895, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.269277), count: 2, class_loss = 141.703934, iou_loss = 1.596710, total_loss = 143.300644
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.934158, iou_loss = 0.000000, total_loss = 161.934158
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 224.921631, iou_loss = 0.000000, total_loss = 224.921631
total_bbox = 6897, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.466851), count: 2, class_loss = 140.773529, iou_loss = 1.012817, total_loss = 141.786346
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 167.669250, iou_loss = 0.000000, total_loss = 167.669250
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 239.987564, iou_loss = 0.000000, total_loss = 239.987564
total_bbox = 6899, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.419932), count: 2, class_loss = 143.845917, iou_loss = 1.008224, total_loss = 144.854141
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 165.753586, iou_loss = 0.000000, total_loss = 165.753586
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 221.004089, iou_loss = 0.000000, total_loss = 221.004089
total_bbox = 6901, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;108/500200: loss=181.0 hours left=2113.8
108: 181.013519, 475.491669 avg loss, 0.000000 rate, 6.918359 seconds, 6912 images, 2113.767462 hours left
Loaded: 0.000054 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.314289), count: 2, class_loss = 140.987961, iou_loss = 4.360779, total_loss = 145.348740
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 163.042313, iou_loss = 0.000000, total_loss = 163.042313
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 236.016708, iou_loss = 0.000000, total_loss = 236.016708
total_bbox = 6903, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.411585), count: 2, class_loss = 140.455353, iou_loss = 1.385925, total_loss = 141.841278
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.527695, iou_loss = 0.000000, total_loss = 157.527695
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 207.646530, iou_loss = 0.000000, total_loss = 207.646530
total_bbox = 6905, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.639787), count: 2, class_loss = 140.454849, iou_loss = 0.452957, total_loss = 140.907806
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.860519, iou_loss = 0.000000, total_loss = 159.860519
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 211.526825, iou_loss = 0.000000, total_loss = 211.526825
total_bbox = 6907, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.389457), count: 2, class_loss = 136.948364, iou_loss = 0.727646, total_loss = 137.676010
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.195541, iou_loss = 0.000000, total_loss = 153.195541
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 195.101135, iou_loss = 0.000000, total_loss = 195.101135
total_bbox = 6909, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.449231), count: 2, class_loss = 137.792160, iou_loss = 0.658569, total_loss = 138.450729
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.617966, iou_loss = 0.000000, total_loss = 153.617966
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 204.366760, iou_loss = 0.000000, total_loss = 204.366760
total_bbox = 6911, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.550361), count: 2, class_loss = 139.031082, iou_loss = 0.828262, total_loss = 139.859344
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 162.959045, iou_loss = 0.000000, total_loss = 162.959045
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 206.587494, iou_loss = 0.000000, total_loss = 206.587494
total_bbox = 6913, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.418021), count: 2, class_loss = 139.550140, iou_loss = 1.388443, total_loss = 140.938583
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 164.094711, iou_loss = 0.000000, total_loss = 164.094711
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 224.228424, iou_loss = 0.000000, total_loss = 224.228424
total_bbox = 6915, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.301676), count: 2, class_loss = 138.464432, iou_loss = 1.672104, total_loss = 140.136536
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.583160, iou_loss = 0.000000, total_loss = 161.583160
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 221.783798, iou_loss = 0.000000, total_loss = 221.783798
total_bbox = 6917, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.464984), count: 2, class_loss = 139.134109, iou_loss = 1.351395, total_loss = 140.485504
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.762238, iou_loss = 0.000000, total_loss = 159.762238
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 213.906357, iou_loss = 0.000000, total_loss = 213.906357
total_bbox = 6919, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.352727), count: 2, class_loss = 140.451584, iou_loss = 1.306305, total_loss = 141.757889
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 160.902267, iou_loss = 0.000000, total_loss = 160.902267
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 210.735489, iou_loss = 0.000000, total_loss = 210.735489
total_bbox = 6921, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.546616), count: 2, class_loss = 143.165573, iou_loss = 0.929886, total_loss = 144.095459
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.737228, iou_loss = 0.000000, total_loss = 161.737228
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 218.003510, iou_loss = 0.000000, total_loss = 218.003510
total_bbox = 6923, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.327805), count: 2, class_loss = 139.572739, iou_loss = 2.393112, total_loss = 141.965851
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 158.740921, iou_loss = 0.000000, total_loss = 158.740921
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.430679, iou_loss = 0.000000, total_loss = 208.430679
total_bbox = 6925, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.464550), count: 2, class_loss = 138.554688, iou_loss = 1.135696, total_loss = 139.690384
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.519516, iou_loss = 0.000000, total_loss = 159.519516
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.844345, iou_loss = 0.000000, total_loss = 208.844345
total_bbox = 6927, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.209741), count: 2, class_loss = 139.366470, iou_loss = 1.490982, total_loss = 140.857452
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.066788, iou_loss = 0.000000, total_loss = 153.066788
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 194.810257, iou_loss = 0.000000, total_loss = 194.810257
total_bbox = 6929, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.525820), count: 2, class_loss = 137.974136, iou_loss = 1.834229, total_loss = 139.808365
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.637650, iou_loss = 0.000000, total_loss = 159.637650
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 211.404556, iou_loss = 0.000000, total_loss = 211.404556
total_bbox = 6931, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.368458), count: 2, class_loss = 140.800400, iou_loss = 1.456039, total_loss = 142.256439
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.831665, iou_loss = 0.000000, total_loss = 159.831665
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 215.917053, iou_loss = 0.000000, total_loss = 215.917053
total_bbox = 6933, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.261147), count: 2, class_loss = 140.717041, iou_loss = 2.079575, total_loss = 142.796616
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.073746, iou_loss = 0.000000, total_loss = 161.073746
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 216.228912, iou_loss = 0.000000, total_loss = 216.228912
total_bbox = 6935, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.503760), count: 2, class_loss = 141.928574, iou_loss = 0.969009, total_loss = 142.897583
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.858551, iou_loss = 0.000000, total_loss = 161.858551
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 222.040405, iou_loss = 0.000000, total_loss = 222.040405
total_bbox = 6937, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.277354), count: 2, class_loss = 139.318115, iou_loss = 6.580917, total_loss = 145.899033
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.615021, iou_loss = 0.000000, total_loss = 161.615021
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 224.411636, iou_loss = 0.000000, total_loss = 224.411636
total_bbox = 6939, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.438046), count: 2, class_loss = 139.278275, iou_loss = 3.216476, total_loss = 142.494751
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.739914, iou_loss = 0.000000, total_loss = 159.739914
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 207.139053, iou_loss = 0.000000, total_loss = 207.139053
total_bbox = 6941, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.293763), count: 2, class_loss = 140.234604, iou_loss = 2.149017, total_loss = 142.383621
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.549500, iou_loss = 0.000000, total_loss = 157.549500
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 214.735550, iou_loss = 0.000000, total_loss = 214.735550
total_bbox = 6943, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.346839), count: 2, class_loss = 142.199158, iou_loss = 1.533142, total_loss = 143.732300
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 160.319077, iou_loss = 0.000000, total_loss = 160.319077
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 204.090149, iou_loss = 0.000000, total_loss = 204.090149
total_bbox = 6945, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.346129), count: 2, class_loss = 142.334930, iou_loss = 2.347946, total_loss = 144.682877
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.714355, iou_loss = 0.000000, total_loss = 157.714355
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.985550, iou_loss = 0.000000, total_loss = 208.985550
total_bbox = 6947, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.338282), count: 2, class_loss = 136.968124, iou_loss = 1.399429, total_loss = 138.367554
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 154.033707, iou_loss = 0.000000, total_loss = 154.033707
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 197.470169, iou_loss = 0.000000, total_loss = 197.470169
total_bbox = 6949, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.510288), count: 2, class_loss = 136.935638, iou_loss = 0.555893, total_loss = 137.491531
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.597504, iou_loss = 0.000000, total_loss = 153.597504
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 197.063095, iou_loss = 0.000000, total_loss = 197.063095
total_bbox = 6951, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.512548), count: 2, class_loss = 137.821106, iou_loss = 1.052704, total_loss = 138.873810
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.250732, iou_loss = 0.000000, total_loss = 155.250732
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 201.284103, iou_loss = 0.000000, total_loss = 201.284103
total_bbox = 6953, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.166292), count: 2, class_loss = 135.272400, iou_loss = 1.798157, total_loss = 137.070557
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.783401, iou_loss = 0.000000, total_loss = 153.783401
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 195.550232, iou_loss = 0.000000, total_loss = 195.550232
total_bbox = 6955, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.229750), count: 2, class_loss = 140.529175, iou_loss = 2.323563, total_loss = 142.852737
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 158.645630, iou_loss = 0.000000, total_loss = 158.645630
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.091660, iou_loss = 0.000000, total_loss = 208.091660
total_bbox = 6957, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.340044), count: 2, class_loss = 139.156769, iou_loss = 1.829987, total_loss = 140.986755
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.539505, iou_loss = 0.000000, total_loss = 153.539505
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 192.240005, iou_loss = 0.000000, total_loss = 192.240005
total_bbox = 6959, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.381010), count: 2, class_loss = 139.158737, iou_loss = 2.852463, total_loss = 142.011200
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 156.328842, iou_loss = 0.000000, total_loss = 156.328842
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 207.711060, iou_loss = 0.000000, total_loss = 207.711060
total_bbox = 6961, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.228652), count: 2, class_loss = 136.384949, iou_loss = 1.856186, total_loss = 138.241135
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 156.578812, iou_loss = 0.000000, total_loss = 156.578812
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 212.186447, iou_loss = 0.000000, total_loss = 212.186447
total_bbox = 6963, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.583468), count: 2, class_loss = 142.093216, iou_loss = 0.587448, total_loss = 142.680664
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 156.699142, iou_loss = 0.000000, total_loss = 156.699142
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 198.886978, iou_loss = 0.000000, total_loss = 198.886978
total_bbox = 6965, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;109/500200: loss=169.6 hours left=2102.2
109: 169.628845, 444.905396 avg loss, 0.000000 rate, 6.929981 seconds, 6976 images, 2102.240494 hours left
Loaded: 0.000058 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.319860), count: 2, class_loss = 138.075226, iou_loss = 2.283386, total_loss = 140.358612
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.080246, iou_loss = 0.000000, total_loss = 157.080246
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 206.624664, iou_loss = 0.000000, total_loss = 206.624664
total_bbox = 6967, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.628664), count: 2, class_loss = 138.504272, iou_loss = 0.787476, total_loss = 139.291748
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.743637, iou_loss = 0.000000, total_loss = 149.743637
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 193.937347, iou_loss = 0.000000, total_loss = 193.937347
total_bbox = 6969, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.371969), count: 2, class_loss = 139.590271, iou_loss = 1.556351, total_loss = 141.146622
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.521210, iou_loss = 0.000000, total_loss = 152.521210
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 198.593445, iou_loss = 0.000000, total_loss = 198.593445
total_bbox = 6971, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.260609), count: 2, class_loss = 137.988739, iou_loss = 1.328949, total_loss = 139.317688
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 150.145645, iou_loss = 0.000000, total_loss = 150.145645
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 193.452164, iou_loss = 0.000000, total_loss = 193.452164
total_bbox = 6973, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.443475), count: 2, class_loss = 135.255402, iou_loss = 0.871399, total_loss = 136.126801
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.111572, iou_loss = 0.000000, total_loss = 149.111572
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 184.736374, iou_loss = 0.000000, total_loss = 184.736374
total_bbox = 6975, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.418105), count: 2, class_loss = 135.840057, iou_loss = 1.005447, total_loss = 136.845505
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.172699, iou_loss = 0.000000, total_loss = 152.172699
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 205.612137, iou_loss = 0.000000, total_loss = 205.612137
total_bbox = 6977, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.434954), count: 2, class_loss = 136.388885, iou_loss = 1.784546, total_loss = 138.173431
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.981186, iou_loss = 0.000000, total_loss = 155.981186
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 201.740982, iou_loss = 0.000000, total_loss = 201.740982
total_bbox = 6979, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.474700), count: 2, class_loss = 138.940598, iou_loss = 1.254440, total_loss = 140.195038
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.536499, iou_loss = 0.000000, total_loss = 153.536499
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 211.317108, iou_loss = 0.000000, total_loss = 211.317108
total_bbox = 6981, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.269971), count: 2, class_loss = 138.587708, iou_loss = 1.795700, total_loss = 140.383408
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.737793, iou_loss = 0.000000, total_loss = 159.737793
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 226.797653, iou_loss = 0.000000, total_loss = 226.797653
total_bbox = 6983, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.643602), count: 2, class_loss = 136.292633, iou_loss = 0.504532, total_loss = 136.797165
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 147.049408, iou_loss = 0.000000, total_loss = 147.049408
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 190.622894, iou_loss = 0.000000, total_loss = 190.622894
total_bbox = 6985, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.483450), count: 2, class_loss = 136.808884, iou_loss = 1.461304, total_loss = 138.270187
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.723724, iou_loss = 0.000000, total_loss = 149.723724
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 189.501816, iou_loss = 0.000000, total_loss = 189.501816
total_bbox = 6987, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.416438), count: 2, class_loss = 140.583252, iou_loss = 1.000687, total_loss = 141.583939
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.724884, iou_loss = 0.000000, total_loss = 149.724884
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 187.968613, iou_loss = 0.000000, total_loss = 187.968613
total_bbox = 6989, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.407713), count: 2, class_loss = 136.517441, iou_loss = 1.162018, total_loss = 137.679459
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.576843, iou_loss = 0.000000, total_loss = 152.576843
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 200.328690, iou_loss = 0.000000, total_loss = 200.328690
total_bbox = 6991, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.470591), count: 2, class_loss = 135.742050, iou_loss = 0.725357, total_loss = 136.467407
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 156.005280, iou_loss = 0.000000, total_loss = 156.005280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 209.463974, iou_loss = 0.000000, total_loss = 209.463974
total_bbox = 6993, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.495204), count: 2, class_loss = 137.660156, iou_loss = 0.564423, total_loss = 138.224579
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 148.969177, iou_loss = 0.000000, total_loss = 148.969177
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 189.029526, iou_loss = 0.000000, total_loss = 189.029526
total_bbox = 6995, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.466387), count: 2, class_loss = 136.941193, iou_loss = 1.126144, total_loss = 138.067337
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.778152, iou_loss = 0.000000, total_loss = 149.778152
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 191.068161, iou_loss = 0.000000, total_loss = 191.068161
total_bbox = 6997, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.415000), count: 2, class_loss = 137.869186, iou_loss = 1.246658, total_loss = 139.115845
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.453522, iou_loss = 0.000000, total_loss = 153.453522
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 203.507172, iou_loss = 0.000000, total_loss = 203.507172
total_bbox = 6999, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.300844), count: 2, class_loss = 140.275024, iou_loss = 1.899429, total_loss = 142.174454
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.121292, iou_loss = 0.000000, total_loss = 157.121292
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 200.527695, iou_loss = 0.000000, total_loss = 200.527695
total_bbox = 7001, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.459134), count: 2, class_loss = 140.539444, iou_loss = 0.854294, total_loss = 141.393738
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.551682, iou_loss = 0.000000, total_loss = 155.551682
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 201.395981, iou_loss = 0.000000, total_loss = 201.395981
total_bbox = 7003, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.210451), count: 2, class_loss = 142.777496, iou_loss = 2.792648, total_loss = 145.570145
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 163.008331, iou_loss = 0.000000, total_loss = 163.008331
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 239.538528, iou_loss = 0.000000, total_loss = 239.538528
total_bbox = 7005, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.299534), count: 2, class_loss = 139.625458, iou_loss = 2.663071, total_loss = 142.288528
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.295670, iou_loss = 0.000000, total_loss = 155.295670
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 200.350082, iou_loss = 0.000000, total_loss = 200.350082
total_bbox = 7007, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.259155), count: 2, class_loss = 141.900192, iou_loss = 2.530563, total_loss = 144.430756
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.350372, iou_loss = 0.000000, total_loss = 155.350372
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.795807, iou_loss = 0.000000, total_loss = 208.795807
total_bbox = 7009, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.394083), count: 2, class_loss = 136.726486, iou_loss = 1.803787, total_loss = 138.530273
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 151.764816, iou_loss = 0.000000, total_loss = 151.764816
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 192.759689, iou_loss = 0.000000, total_loss = 192.759689
total_bbox = 7010, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.207306), count: 2, class_loss = 138.790573, iou_loss = 3.370178, total_loss = 142.160751
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 156.209198, iou_loss = 0.000000, total_loss = 156.209198
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 201.726318, iou_loss = 0.000000, total_loss = 201.726318
total_bbox = 7012, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.395405), count: 2, class_loss = 139.224930, iou_loss = 1.711227, total_loss = 140.936157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.180145, iou_loss = 0.000000, total_loss = 152.180145
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 194.458176, iou_loss = 0.000000, total_loss = 194.458176
total_bbox = 7014, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.540269), count: 2, class_loss = 139.383545, iou_loss = 0.519943, total_loss = 139.903488
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 158.802292, iou_loss = 0.000000, total_loss = 158.802292
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 212.841003, iou_loss = 0.000000, total_loss = 212.841003
total_bbox = 7016, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.501422), count: 2, class_loss = 137.667404, iou_loss = 0.902878, total_loss = 138.570282
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.251801, iou_loss = 0.000000, total_loss = 157.251801
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 209.868576, iou_loss = 0.000000, total_loss = 209.868576
total_bbox = 7018, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.698523), count: 2, class_loss = 136.670242, iou_loss = 0.230865, total_loss = 136.901108
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.819000, iou_loss = 0.000000, total_loss = 152.819000
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 192.284134, iou_loss = 0.000000, total_loss = 192.284134
total_bbox = 7020, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.430179), count: 2, class_loss = 141.751724, iou_loss = 1.260223, total_loss = 143.011948
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.040604, iou_loss = 0.000000, total_loss = 155.040604
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 214.766693, iou_loss = 0.000000, total_loss = 214.766693
total_bbox = 7022, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.412299), count: 2, class_loss = 139.482544, iou_loss = 1.047089, total_loss = 140.529633
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 156.775055, iou_loss = 0.000000, total_loss = 156.775055
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 211.988739, iou_loss = 0.000000, total_loss = 211.988739
total_bbox = 7024, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392403), count: 2, class_loss = 137.222061, iou_loss = 3.716400, total_loss = 140.938461
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.878433, iou_loss = 0.000000, total_loss = 149.878433
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 184.363998, iou_loss = 0.000000, total_loss = 184.363998
total_bbox = 7026, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.467424), count: 2, class_loss = 137.269135, iou_loss = 0.940613, total_loss = 138.209747
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 147.285889, iou_loss = 0.000000, total_loss = 147.285889
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 191.574051, iou_loss = 0.000000, total_loss = 191.574051
total_bbox = 7028, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;110/500200: loss=164.9 hours left=2090.8
110: 164.862320, 416.901093 avg loss, 0.000000 rate, 6.935702 seconds, 7040 images, 2090.844905 hours left
Resizing, random_coef = 1.40
768 x 768
try to allocate additional workspace_size = 169.87 MB
CUDA allocate done!
Loaded: 0.000047 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.360338), count: 2, class_loss = 266.437134, iou_loss = 1.369019, total_loss = 267.806152
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 387.326324, iou_loss = 0.000000, total_loss = 387.326324
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 485.462982, iou_loss = 0.000000, total_loss = 485.462982
total_bbox = 7030, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.195205), count: 2, class_loss = 265.285736, iou_loss = 2.360168, total_loss = 267.645905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 390.680969, iou_loss = 0.000000, total_loss = 390.680969
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 528.859070, iou_loss = 0.000000, total_loss = 528.859070
total_bbox = 7032, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.410490), count: 2, class_loss = 267.515228, iou_loss = 2.214050, total_loss = 269.729279
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 372.193604, iou_loss = 0.000000, total_loss = 372.193604
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 467.803741, iou_loss = 0.000000, total_loss = 467.803741
total_bbox = 7034, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.153341), count: 2, class_loss = 265.083527, iou_loss = 3.817596, total_loss = 268.901123
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 371.445831, iou_loss = 0.000000, total_loss = 371.445831
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 481.753204, iou_loss = 0.000000, total_loss = 481.753204
total_bbox = 7036, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.179066), count: 2, class_loss = 264.147583, iou_loss = 2.239990, total_loss = 266.387573
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 388.244354, iou_loss = 0.000000, total_loss = 388.244354
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 517.569031, iou_loss = 0.000000, total_loss = 517.569031
total_bbox = 7038, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.527956), count: 2, class_loss = 265.835175, iou_loss = 0.665558, total_loss = 266.500732
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 381.968658, iou_loss = 0.000000, total_loss = 381.968658
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 466.812775, iou_loss = 0.000000, total_loss = 466.812775
total_bbox = 7040, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.585425), count: 2, class_loss = 269.387543, iou_loss = 0.492615, total_loss = 269.880157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 385.241821, iou_loss = 0.000000, total_loss = 385.241821
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 484.061768, iou_loss = 0.000000, total_loss = 484.061768
total_bbox = 7042, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.374473), count: 2, class_loss = 265.459412, iou_loss = 1.533051, total_loss = 266.992462
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 385.503632, iou_loss = 0.000000, total_loss = 385.503632
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 502.814209, iou_loss = 0.000000, total_loss = 502.814209
total_bbox = 7044, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.415576), count: 2, class_loss = 265.597473, iou_loss = 0.817627, total_loss = 266.415100
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 396.290375, iou_loss = 0.000000, total_loss = 396.290375
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 507.516998, iou_loss = 0.000000, total_loss = 507.516998
total_bbox = 7046, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.224113), count: 2, class_loss = 267.735168, iou_loss = 2.679535, total_loss = 270.414703
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 395.427765, iou_loss = 0.000000, total_loss = 395.427765
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 492.695374, iou_loss = 0.000000, total_loss = 492.695374
total_bbox = 7048, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.416147), count: 2, class_loss = 265.540619, iou_loss = 1.680664, total_loss = 267.221283
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 388.013031, iou_loss = 0.000000, total_loss = 388.013031
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 481.277435, iou_loss = 0.000000, total_loss = 481.277435
total_bbox = 7050, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.409804), count: 2, class_loss = 267.831451, iou_loss = 1.310059, total_loss = 269.141510
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 392.665710, iou_loss = 0.000000, total_loss = 392.665710
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 535.543518, iou_loss = 0.000000, total_loss = 535.543518
total_bbox = 7052, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.597237), count: 2, class_loss = 263.618561, iou_loss = 0.501190, total_loss = 264.119751
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 370.790863, iou_loss = 0.000000, total_loss = 370.790863
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 465.174866, iou_loss = 0.000000, total_loss = 465.174866
total_bbox = 7054, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.451968), count: 2, class_loss = 265.417145, iou_loss = 0.996368, total_loss = 266.413513
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 370.171112, iou_loss = 0.000000, total_loss = 370.171112
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 461.840546, iou_loss = 0.000000, total_loss = 461.840546
total_bbox = 7056, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.499302), count: 2, class_loss = 263.076324, iou_loss = 1.437988, total_loss = 264.514313
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 371.768372, iou_loss = 0.000000, total_loss = 371.768372
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 445.369385, iou_loss = 0.000000, total_loss = 445.369385
total_bbox = 7058, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.297339), count: 2, class_loss = 264.003540, iou_loss = 1.151947, total_loss = 265.155487
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 377.097961, iou_loss = 0.000000, total_loss = 377.097961
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 483.176239, iou_loss = 0.000000, total_loss = 483.176239
total_bbox = 7060, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.344772), count: 2, class_loss = 263.272736, iou_loss = 1.552795, total_loss = 264.825531
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 376.318451, iou_loss = 0.000000, total_loss = 376.318451
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 482.384369, iou_loss = 0.000000, total_loss = 482.384369
total_bbox = 7062, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.297294), count: 2, class_loss = 265.576355, iou_loss = 1.537903, total_loss = 267.114258
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 386.376068, iou_loss = 0.000000, total_loss = 386.376068
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 474.449524, iou_loss = 0.000000, total_loss = 474.449524
total_bbox = 7064, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.156398), count: 2, class_loss = 264.177521, iou_loss = 3.771057, total_loss = 267.948578
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 371.094727, iou_loss = 0.000000, total_loss = 371.094727
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 451.372162, iou_loss = 0.000000, total_loss = 451.372162
total_bbox = 7066, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.437904), count: 2, class_loss = 266.557617, iou_loss = 0.777252, total_loss = 267.334869
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 370.590607, iou_loss = 0.000000, total_loss = 370.590607
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 462.506317, iou_loss = 0.000000, total_loss = 462.506317
total_bbox = 7068, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.443206), count: 2, class_loss = 263.892456, iou_loss = 0.830475, total_loss = 264.722931
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 364.834351, iou_loss = 0.000000, total_loss = 364.834351
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 443.394623, iou_loss = 0.000000, total_loss = 443.394623
total_bbox = 7070, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.196669), count: 2, class_loss = 267.150757, iou_loss = 2.907227, total_loss = 270.057983
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 391.983826, iou_loss = 0.000000, total_loss = 391.983826
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 513.430542, iou_loss = 0.000000, total_loss = 513.430542
total_bbox = 7072, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.385308), count: 2, class_loss = 264.546753, iou_loss = 1.359680, total_loss = 265.906433
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 369.748840, iou_loss = 0.000000, total_loss = 369.748840
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 468.109619, iou_loss = 0.000000, total_loss = 468.109619
total_bbox = 7074, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.481891), count: 2, class_loss = 264.762329, iou_loss = 1.090576, total_loss = 265.852905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 376.855194, iou_loss = 0.000000, total_loss = 376.855194
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 472.603424, iou_loss = 0.000000, total_loss = 472.603424
total_bbox = 7076, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.601715), count: 2, class_loss = 265.971771, iou_loss = 0.570496, total_loss = 266.542267
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 374.384430, iou_loss = 0.000000, total_loss = 374.384430
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 449.614868, iou_loss = 0.000000, total_loss = 449.614868
total_bbox = 7078, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.398924), count: 2, class_loss = 264.672638, iou_loss = 1.123047, total_loss = 265.795685
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 361.645142, iou_loss = 0.000000, total_loss = 361.645142
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 439.601349, iou_loss = 0.000000, total_loss = 439.601349
total_bbox = 7080, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.188018), count: 2, class_loss = 267.648041, iou_loss = 1.775940, total_loss = 269.423981
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 376.816467, iou_loss = 0.000000, total_loss = 376.816467
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 463.136993, iou_loss = 0.000000, total_loss = 463.136993
total_bbox = 7082, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.534109), count: 2, class_loss = 267.396118, iou_loss = 0.402466, total_loss = 267.798584
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 376.772675, iou_loss = 0.000000, total_loss = 376.772675
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 468.290375, iou_loss = 0.000000, total_loss = 468.290375
total_bbox = 7084, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.319752), count: 2, class_loss = 263.153900, iou_loss = 1.607086, total_loss = 264.760986
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 375.587585, iou_loss = 0.000000, total_loss = 375.587585
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 469.414490, iou_loss = 0.000000, total_loss = 469.414490
total_bbox = 7086, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.598571), count: 2, class_loss = 268.372437, iou_loss = 0.774719, total_loss = 269.147156
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 381.509460, iou_loss = 0.000000, total_loss = 381.509460
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 461.474304, iou_loss = 0.000000, total_loss = 461.474304
total_bbox = 7088, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.186837), count: 2, class_loss = 268.291504, iou_loss = 3.064972, total_loss = 271.356476
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 373.254181, iou_loss = 0.000000, total_loss = 373.254181
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 453.627167, iou_loss = 0.000000, total_loss = 453.627167
total_bbox = 7090, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.355853), count: 2, class_loss = 266.267365, iou_loss = 1.370361, total_loss = 267.637726
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 388.559906, iou_loss = 0.000000, total_loss = 388.559906
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 488.393860, iou_loss = 0.000000, total_loss = 488.393860
total_bbox = 7092, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;111/500200: loss=374.6 hours left=2079.6
111: 374.626678, 412.673645 avg loss, 0.000000 rate, 15.779263 seconds, 7104 images, 2079.571203 hours left
Loaded: 0.000066 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.423961), count: 2, class_loss = 261.611359, iou_loss = 1.569122, total_loss = 263.180481
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 375.694153, iou_loss = 0.000000, total_loss = 375.694153
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 530.823975, iou_loss = 0.000000, total_loss = 530.823975
total_bbox = 7094, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.174434), count: 2, class_loss = 258.847473, iou_loss = 2.833374, total_loss = 261.680847
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 355.173218, iou_loss = 0.000000, total_loss = 355.173218
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 436.315521, iou_loss = 0.000000, total_loss = 436.315521
total_bbox = 7096, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.279226), count: 2, class_loss = 259.518433, iou_loss = 2.290863, total_loss = 261.809296
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 378.422821, iou_loss = 0.000000, total_loss = 378.422821
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 552.215820, iou_loss = 0.000000, total_loss = 552.215820
total_bbox = 7098, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.387128), count: 2, class_loss = 257.774536, iou_loss = 1.655457, total_loss = 259.429993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 346.018158, iou_loss = 0.000000, total_loss = 346.018158
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 407.889130, iou_loss = 0.000000, total_loss = 407.889130
total_bbox = 7100, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.215827), count: 2, class_loss = 260.004517, iou_loss = 2.261902, total_loss = 262.266418
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 360.210205, iou_loss = 0.000000, total_loss = 360.210205
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 442.350769, iou_loss = 0.000000, total_loss = 442.350769
total_bbox = 7102, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.312985), count: 2, class_loss = 259.729034, iou_loss = 2.096954, total_loss = 261.825989
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 371.319916, iou_loss = 0.000000, total_loss = 371.319916
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 479.015259, iou_loss = 0.000000, total_loss = 479.015259
total_bbox = 7104, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.730067), count: 2, class_loss = 263.390808, iou_loss = 0.437225, total_loss = 263.828033
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 370.330139, iou_loss = 0.000000, total_loss = 370.330139
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 493.962677, iou_loss = 0.000000, total_loss = 493.962677
total_bbox = 7106, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.357549), count: 2, class_loss = 261.136169, iou_loss = 1.017456, total_loss = 262.153625
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 366.231323, iou_loss = 0.000000, total_loss = 366.231323
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 460.071259, iou_loss = 0.000000, total_loss = 460.071259
total_bbox = 7108, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.320232), count: 2, class_loss = 260.000214, iou_loss = 1.577454, total_loss = 261.577667
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 364.391968, iou_loss = 0.000000, total_loss = 364.391968
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 465.041168, iou_loss = 0.000000, total_loss = 465.041168
total_bbox = 7110, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.561527), count: 2, class_loss = 261.322418, iou_loss = 0.736053, total_loss = 262.058472
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 379.424103, iou_loss = 0.000000, total_loss = 379.424103
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 500.568207, iou_loss = 0.000000, total_loss = 500.568207
total_bbox = 7112, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.526666), count: 2, class_loss = 260.548309, iou_loss = 0.637756, total_loss = 261.186066
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 369.171967, iou_loss = 0.000000, total_loss = 369.171967
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 460.766510, iou_loss = 0.000000, total_loss = 460.766510
total_bbox = 7114, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.250106), count: 2, class_loss = 260.704529, iou_loss = 1.529724, total_loss = 262.234253
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 355.525543, iou_loss = 0.000000, total_loss = 355.525543
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 413.680115, iou_loss = 0.000000, total_loss = 413.680115
total_bbox = 7116, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.226449), count: 2, class_loss = 259.122742, iou_loss = 2.456116, total_loss = 261.578857
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 358.195160, iou_loss = 0.000000, total_loss = 358.195160
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 456.176941, iou_loss = 0.000000, total_loss = 456.176941
total_bbox = 7118, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.486302), count: 2, class_loss = 263.677429, iou_loss = 0.784668, total_loss = 264.462097
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 387.926056, iou_loss = 0.000000, total_loss = 387.926056
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 522.086670, iou_loss = 0.000000, total_loss = 522.086670
total_bbox = 7120, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.368745), count: 2, class_loss = 263.505035, iou_loss = 1.123199, total_loss = 264.628235
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 381.227905, iou_loss = 0.000000, total_loss = 381.227905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 539.441650, iou_loss = 0.000000, total_loss = 539.441650
total_bbox = 7122, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.360328), count: 2, class_loss = 260.097137, iou_loss = 1.773132, total_loss = 261.870270
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 350.433746, iou_loss = 0.000000, total_loss = 350.433746
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 429.101074, iou_loss = 0.000000, total_loss = 429.101074
total_bbox = 7124, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.324970), count: 2, class_loss = 259.674042, iou_loss = 1.787811, total_loss = 261.461853
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 357.951263, iou_loss = 0.000000, total_loss = 357.951263
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 424.564850, iou_loss = 0.000000, total_loss = 424.564850
total_bbox = 7126, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.348066), count: 2, class_loss = 262.367645, iou_loss = 1.701294, total_loss = 264.068939
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 369.026733, iou_loss = 0.000000, total_loss = 369.026733
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 438.478424, iou_loss = 0.000000, total_loss = 438.478424
total_bbox = 7128, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.329022), count: 2, class_loss = 259.555328, iou_loss = 1.627411, total_loss = 261.182739
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 348.847260, iou_loss = 0.000000, total_loss = 348.847260
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 407.426147, iou_loss = 0.000000, total_loss = 407.426147
total_bbox = 7130, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.339214), count: 2, class_loss = 264.847260, iou_loss = 1.657684, total_loss = 266.504944
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 384.481293, iou_loss = 0.000000, total_loss = 384.481293
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 493.325378, iou_loss = 0.000000, total_loss = 493.325378
total_bbox = 7132, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.482922), count: 2, class_loss = 260.364655, iou_loss = 0.793182, total_loss = 261.157837
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 351.079193, iou_loss = 0.000000, total_loss = 351.079193
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 420.159332, iou_loss = 0.000000, total_loss = 420.159332
total_bbox = 7134, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.655084), count: 2, class_loss = 261.532593, iou_loss = 0.551727, total_loss = 262.084320
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 361.588348, iou_loss = 0.000000, total_loss = 361.588348
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 429.413879, iou_loss = 0.000000, total_loss = 429.413879
total_bbox = 7136, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.485589), count: 2, class_loss = 264.769470, iou_loss = 0.746338, total_loss = 265.515808
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 359.781067, iou_loss = 0.000000, total_loss = 359.781067
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 431.782288, iou_loss = 0.000000, total_loss = 431.782288
total_bbox = 7138, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.367486), count: 2, class_loss = 259.335754, iou_loss = 1.089722, total_loss = 260.425476
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 359.134125, iou_loss = 0.000000, total_loss = 359.134125
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 438.412567, iou_loss = 0.000000, total_loss = 438.412567
total_bbox = 7140, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.491100), count: 2, class_loss = 262.141693, iou_loss = 1.339935, total_loss = 263.481628
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 373.468262, iou_loss = 0.000000, total_loss = 373.468262
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 472.572815, iou_loss = 0.000000, total_loss = 472.572815
total_bbox = 7142, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.372913), count: 2, class_loss = 258.565552, iou_loss = 1.338684, total_loss = 259.904236
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 355.068939, iou_loss = 0.000000, total_loss = 355.068939
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 422.544098, iou_loss = 0.000000, total_loss = 422.544098
total_bbox = 7144, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.212683), count: 2, class_loss = 261.008911, iou_loss = 2.521149, total_loss = 263.530060
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 356.041840, iou_loss = 0.000000, total_loss = 356.041840
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 433.979095, iou_loss = 0.000000, total_loss = 433.979095
total_bbox = 7146, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.584161), count: 2, class_loss = 260.561920, iou_loss = 1.018829, total_loss = 261.580750
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 370.455261, iou_loss = 0.000000, total_loss = 370.455261
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 496.541260, iou_loss = 0.000000, total_loss = 496.541260
total_bbox = 7148, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424251), count: 2, class_loss = 260.760590, iou_loss = 1.167786, total_loss = 261.928375
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 369.331146, iou_loss = 0.000000, total_loss = 369.331146
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 447.692871, iou_loss = 0.000000, total_loss = 447.692871
total_bbox = 7150, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.316257), count: 2, class_loss = 262.587524, iou_loss = 0.871643, total_loss = 263.459167
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 352.883667, iou_loss = 0.000000, total_loss = 352.883667
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 429.860657, iou_loss = 0.000000, total_loss = 429.860657
total_bbox = 7152, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.296116), count: 2, class_loss = 259.933105, iou_loss = 2.838318, total_loss = 262.771423
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 362.224152, iou_loss = 0.000000, total_loss = 362.224152
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 462.029663, iou_loss = 0.000000, total_loss = 462.029663
total_bbox = 7154, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.325928), count: 2, class_loss = 255.920837, iou_loss = 1.326294, total_loss = 257.247131
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 353.364563, iou_loss = 0.000000, total_loss = 353.364563
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 432.065948, iou_loss = 0.000000, total_loss = 432.065948
total_bbox = 7156, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;112/500200: loss=361.6 hours left=2080.7
112: 361.633881, 407.569672 avg loss, 0.000000 rate, 15.789873 seconds, 7168 images, 2080.695113 hours left
Loaded: 0.000067 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.389316), count: 2, class_loss = 251.635498, iou_loss = 1.381500, total_loss = 253.016998
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 348.898468, iou_loss = 0.000000, total_loss = 348.898468
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 434.753204, iou_loss = 0.000000, total_loss = 434.753204
total_bbox = 7158, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.336983), count: 2, class_loss = 257.272400, iou_loss = 1.687439, total_loss = 258.959839
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 368.621246, iou_loss = 0.000000, total_loss = 368.621246
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 465.538666, iou_loss = 0.000000, total_loss = 465.538666
total_bbox = 7160, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.603900), count: 2, class_loss = 252.308929, iou_loss = 0.569794, total_loss = 252.878723
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 338.951477, iou_loss = 0.000000, total_loss = 338.951477
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 404.867554, iou_loss = 0.000000, total_loss = 404.867554
total_bbox = 7162, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.309324), count: 2, class_loss = 254.079651, iou_loss = 1.175842, total_loss = 255.255493
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 342.016602, iou_loss = 0.000000, total_loss = 342.016602
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 409.106781, iou_loss = 0.000000, total_loss = 409.106781
total_bbox = 7164, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.383034), count: 2, class_loss = 256.937225, iou_loss = 1.054443, total_loss = 257.991669
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 347.425110, iou_loss = 0.000000, total_loss = 347.425110
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 419.664795, iou_loss = 0.000000, total_loss = 419.664795
total_bbox = 7166, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.425231), count: 2, class_loss = 258.264435, iou_loss = 1.210480, total_loss = 259.474915
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 353.123596, iou_loss = 0.000000, total_loss = 353.123596
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 472.177155, iou_loss = 0.000000, total_loss = 472.177155
total_bbox = 7168, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.397694), count: 2, class_loss = 252.621429, iou_loss = 1.355209, total_loss = 253.976639
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 341.899933, iou_loss = 0.000000, total_loss = 341.899933
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 393.721130, iou_loss = 0.000000, total_loss = 393.721130
total_bbox = 7170, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.474548), count: 2, class_loss = 249.484879, iou_loss = 0.976074, total_loss = 250.460953
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 336.814392, iou_loss = 0.000000, total_loss = 336.814392
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 397.953827, iou_loss = 0.000000, total_loss = 397.953827
total_bbox = 7172, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.239337), count: 2, class_loss = 250.268585, iou_loss = 1.364777, total_loss = 251.633362
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 346.709869, iou_loss = 0.000000, total_loss = 346.709869
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 451.168640, iou_loss = 0.000000, total_loss = 451.168640
total_bbox = 7174, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.308527), count: 2, class_loss = 253.152512, iou_loss = 1.204330, total_loss = 254.356842
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 332.830353, iou_loss = 0.000000, total_loss = 332.830353
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 386.845978, iou_loss = 0.000000, total_loss = 386.845978
total_bbox = 7176, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.375736), count: 2, class_loss = 253.268524, iou_loss = 1.484207, total_loss = 254.752731
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 354.534180, iou_loss = 0.000000, total_loss = 354.534180
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 420.148438, iou_loss = 0.000000, total_loss = 420.148438
total_bbox = 7178, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.142511), count: 2, class_loss = 251.990646, iou_loss = 3.576477, total_loss = 255.567123
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 354.430847, iou_loss = 0.000000, total_loss = 354.430847
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 444.793945, iou_loss = 0.000000, total_loss = 444.793945
total_bbox = 7180, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.338220), count: 2, class_loss = 254.817657, iou_loss = 1.524963, total_loss = 256.342621
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 341.677094, iou_loss = 0.000000, total_loss = 341.677094
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 406.852814, iou_loss = 0.000000, total_loss = 406.852814
total_bbox = 7182, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.491253), count: 2, class_loss = 256.844818, iou_loss = 0.820953, total_loss = 257.665771
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 361.940247, iou_loss = 0.000000, total_loss = 361.940247
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 441.223999, iou_loss = 0.000000, total_loss = 441.223999
total_bbox = 7184, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.546742), count: 2, class_loss = 251.458054, iou_loss = 0.808762, total_loss = 252.266815
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 354.495544, iou_loss = 0.000000, total_loss = 354.495544
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 471.524658, iou_loss = 0.000000, total_loss = 471.524658
total_bbox = 7186, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.317439), count: 2, class_loss = 254.361481, iou_loss = 1.545853, total_loss = 255.907333
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 341.493134, iou_loss = 0.000000, total_loss = 341.493134
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 389.432159, iou_loss = 0.000000, total_loss = 389.432159
total_bbox = 7188, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.361807), count: 2, class_loss = 259.506409, iou_loss = 2.115417, total_loss = 261.621826
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 374.294006, iou_loss = 0.000000, total_loss = 374.294006
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 503.380463, iou_loss = 0.000000, total_loss = 503.380463
total_bbox = 7190, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.313141), count: 2, class_loss = 254.465897, iou_loss = 2.045029, total_loss = 256.510925
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 354.875488, iou_loss = 0.000000, total_loss = 354.875488
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 452.610046, iou_loss = 0.000000, total_loss = 452.610046
total_bbox = 7192, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.423459), count: 2, class_loss = 252.709839, iou_loss = 1.351746, total_loss = 254.061584
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 345.395508, iou_loss = 0.000000, total_loss = 345.395508
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 418.091736, iou_loss = 0.000000, total_loss = 418.091736
total_bbox = 7194, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.469938), count: 2, class_loss = 255.948242, iou_loss = 1.377136, total_loss = 257.325378
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 349.808197, iou_loss = 0.000000, total_loss = 349.808197
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 424.882080, iou_loss = 0.000000, total_loss = 424.882080
total_bbox = 7196, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.348938), count: 2, class_loss = 252.509155, iou_loss = 1.617706, total_loss = 254.126862
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 349.577972, iou_loss = 0.000000, total_loss = 349.577972
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 414.076660, iou_loss = 0.000000, total_loss = 414.076660
total_bbox = 7198, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.291470), count: 2, class_loss = 253.827362, iou_loss = 1.374557, total_loss = 255.201920
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 340.550812, iou_loss = 0.000000, total_loss = 340.550812
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 388.395050, iou_loss = 0.000000, total_loss = 388.395050
total_bbox = 7200, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.371310), count: 2, class_loss = 256.529175, iou_loss = 1.252014, total_loss = 257.781189
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 348.017242, iou_loss = 0.000000, total_loss = 348.017242
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 413.969452, iou_loss = 0.000000, total_loss = 413.969452
total_bbox = 7202, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.541971), count: 2, class_loss = 254.244873, iou_loss = 0.640472, total_loss = 254.885345
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 330.239868, iou_loss = 0.000000, total_loss = 330.239868
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 397.931122, iou_loss = 0.000000, total_loss = 397.931122
total_bbox = 7204, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.420178), count: 2, class_loss = 254.654022, iou_loss = 1.037216, total_loss = 255.691238
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 330.876007, iou_loss = 0.000000, total_loss = 330.876007
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 373.901306, iou_loss = 0.000000, total_loss = 373.901306
total_bbox = 7206, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.390589), count: 2, class_loss = 258.109772, iou_loss = 1.093719, total_loss = 259.203491
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 343.300476, iou_loss = 0.000000, total_loss = 343.300476
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 398.858673, iou_loss = 0.000000, total_loss = 398.858673
total_bbox = 7208, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.285690), count: 2, class_loss = 253.980072, iou_loss = 1.311066, total_loss = 255.291138
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 343.309113, iou_loss = 0.000000, total_loss = 343.309113
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 402.946167, iou_loss = 0.000000, total_loss = 402.946167
total_bbox = 7210, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.280614), count: 2, class_loss = 253.092773, iou_loss = 1.512726, total_loss = 254.605499
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 340.438263, iou_loss = 0.000000, total_loss = 340.438263
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 404.795166, iou_loss = 0.000000, total_loss = 404.795166
total_bbox = 7212, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.454703), count: 2, class_loss = 254.698654, iou_loss = 1.346817, total_loss = 256.045471
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 349.024414, iou_loss = 0.000000, total_loss = 349.024414
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 411.776886, iou_loss = 0.000000, total_loss = 411.776886
total_bbox = 7214, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.388974), count: 2, class_loss = 251.453506, iou_loss = 1.013000, total_loss = 252.466507
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 336.397888, iou_loss = 0.000000, total_loss = 336.397888
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 391.971313, iou_loss = 0.000000, total_loss = 391.971313
total_bbox = 7216, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.411566), count: 2, class_loss = 254.138901, iou_loss = 1.081467, total_loss = 255.220367
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 344.312500, iou_loss = 0.000000, total_loss = 344.312500
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 407.032288, iou_loss = 0.000000, total_loss = 407.032288
total_bbox = 7218, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.400922), count: 2, class_loss = 254.230331, iou_loss = 2.134262, total_loss = 256.364594
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 341.249390, iou_loss = 0.000000, total_loss = 341.249390
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 404.811340, iou_loss = 0.000000, total_loss = 404.811340
total_bbox = 7220, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;113/500200: loss=340.5 hours left=2081.8
113: 340.454620, 400.858154 avg loss, 0.000000 rate, 15.752254 seconds, 7232 images, 2081.822525 hours left
Loaded: 0.000053 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.378532), count: 2, class_loss = 247.162979, iou_loss = 0.884415, total_loss = 248.047394
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 328.977814, iou_loss = 0.000000, total_loss = 328.977814
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 377.987427, iou_loss = 0.000000, total_loss = 377.987427
total_bbox = 7222, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.314143), count: 2, class_loss = 251.175262, iou_loss = 1.476212, total_loss = 252.651474
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 338.125336, iou_loss = 0.000000, total_loss = 338.125336
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 403.863800, iou_loss = 0.000000, total_loss = 403.863800
total_bbox = 7224, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.196571), count: 2, class_loss = 250.403412, iou_loss = 1.733871, total_loss = 252.137283
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 320.787720, iou_loss = 0.000000, total_loss = 320.787720
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 369.679016, iou_loss = 0.000000, total_loss = 369.679016
total_bbox = 7226, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.471164), count: 2, class_loss = 246.480194, iou_loss = 0.937164, total_loss = 247.417358
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 332.806702, iou_loss = 0.000000, total_loss = 332.806702
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 383.392456, iou_loss = 0.000000, total_loss = 383.392456
total_bbox = 7228, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.260002), count: 2, class_loss = 247.499420, iou_loss = 2.313126, total_loss = 249.812546
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 327.356750, iou_loss = 0.000000, total_loss = 327.356750
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 375.211945, iou_loss = 0.000000, total_loss = 375.211945
total_bbox = 7230, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.341027), count: 2, class_loss = 247.634811, iou_loss = 0.932343, total_loss = 248.567154
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 326.044373, iou_loss = 0.000000, total_loss = 326.044373
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 371.908905, iou_loss = 0.000000, total_loss = 371.908905
total_bbox = 7232, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.208776), count: 2, class_loss = 248.392776, iou_loss = 2.274536, total_loss = 250.667313
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 316.835938, iou_loss = 0.000000, total_loss = 316.835938
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 363.065063, iou_loss = 0.000000, total_loss = 363.065063
total_bbox = 7234, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.360344), count: 2, class_loss = 244.005707, iou_loss = 1.350998, total_loss = 245.356705
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 332.359589, iou_loss = 0.000000, total_loss = 332.359589
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 383.587585, iou_loss = 0.000000, total_loss = 383.587585
total_bbox = 7236, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.488514), count: 2, class_loss = 245.814285, iou_loss = 0.486847, total_loss = 246.301132
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 324.254578, iou_loss = 0.000000, total_loss = 324.254578
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 374.513275, iou_loss = 0.000000, total_loss = 374.513275
total_bbox = 7238, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.294058), count: 2, class_loss = 248.199341, iou_loss = 1.989380, total_loss = 250.188721
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 339.579590, iou_loss = 0.000000, total_loss = 339.579590
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 389.240417, iou_loss = 0.000000, total_loss = 389.240417
total_bbox = 7240, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.376411), count: 2, class_loss = 246.887451, iou_loss = 3.537811, total_loss = 250.425262
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 326.709106, iou_loss = 0.000000, total_loss = 326.709106
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 391.687866, iou_loss = 0.000000, total_loss = 391.687866
total_bbox = 7242, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.338211), count: 2, class_loss = 248.501236, iou_loss = 1.817413, total_loss = 250.318649
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 329.352020, iou_loss = 0.000000, total_loss = 329.352020
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 395.361176, iou_loss = 0.000000, total_loss = 395.361176
total_bbox = 7244, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.338830), count: 2, class_loss = 249.229736, iou_loss = 2.074692, total_loss = 251.304428
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 337.961731, iou_loss = 0.000000, total_loss = 337.961731
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 400.953552, iou_loss = 0.000000, total_loss = 400.953552
total_bbox = 7245, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.287083), count: 2, class_loss = 247.628830, iou_loss = 1.574341, total_loss = 249.203171
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 326.011719, iou_loss = 0.000000, total_loss = 326.011719
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 394.043396, iou_loss = 0.000000, total_loss = 394.043396
total_bbox = 7247, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.299059), count: 2, class_loss = 246.688080, iou_loss = 1.526993, total_loss = 248.215073
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 322.577484, iou_loss = 0.000000, total_loss = 322.577484
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 370.124512, iou_loss = 0.000000, total_loss = 370.124512
total_bbox = 7249, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.183205), count: 2, class_loss = 250.349457, iou_loss = 2.548096, total_loss = 252.897552
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 334.446167, iou_loss = 0.000000, total_loss = 334.446167
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 380.134735, iou_loss = 0.000000, total_loss = 380.134735
total_bbox = 7251, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392527), count: 2, class_loss = 247.553452, iou_loss = 1.673645, total_loss = 249.227097
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 323.631226, iou_loss = 0.000000, total_loss = 323.631226
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 364.830811, iou_loss = 0.000000, total_loss = 364.830811
total_bbox = 7253, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.638867), count: 2, class_loss = 248.948853, iou_loss = 0.297333, total_loss = 249.246185
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 341.418671, iou_loss = 0.000000, total_loss = 341.418671
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 452.621704, iou_loss = 0.000000, total_loss = 452.621704
total_bbox = 7255, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.477965), count: 2, class_loss = 251.022034, iou_loss = 1.136917, total_loss = 252.158951
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 343.814240, iou_loss = 0.000000, total_loss = 343.814240
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 422.091431, iou_loss = 0.000000, total_loss = 422.091431
total_bbox = 7257, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.233191), count: 2, class_loss = 247.499420, iou_loss = 2.450760, total_loss = 249.950180
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 330.978943, iou_loss = 0.000000, total_loss = 330.978943
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 392.590210, iou_loss = 0.000000, total_loss = 392.590210
total_bbox = 7259, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.540826), count: 2, class_loss = 247.660782, iou_loss = 0.764908, total_loss = 248.425690
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 319.329468, iou_loss = 0.000000, total_loss = 319.329468
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 366.743530, iou_loss = 0.000000, total_loss = 366.743530
total_bbox = 7261, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.474026), count: 2, class_loss = 251.107803, iou_loss = 1.091080, total_loss = 252.198883
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 336.254761, iou_loss = 0.000000, total_loss = 336.254761
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 391.423737, iou_loss = 0.000000, total_loss = 391.423737
total_bbox = 7263, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.236163), count: 2, class_loss = 250.533661, iou_loss = 2.137497, total_loss = 252.671158
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 352.216797, iou_loss = 0.000000, total_loss = 352.216797
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 436.909698, iou_loss = 0.000000, total_loss = 436.909698
total_bbox = 7265, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.202491), count: 2, class_loss = 245.911911, iou_loss = 1.593872, total_loss = 247.505783
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 312.587372, iou_loss = 0.000000, total_loss = 312.587372
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 360.740692, iou_loss = 0.000000, total_loss = 360.740692
total_bbox = 7267, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.413935), count: 2, class_loss = 247.860214, iou_loss = 0.924469, total_loss = 248.784683
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 322.792084, iou_loss = 0.000000, total_loss = 322.792084
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 381.002106, iou_loss = 0.000000, total_loss = 381.002106
total_bbox = 7269, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.218783), count: 2, class_loss = 250.000122, iou_loss = 2.768509, total_loss = 252.768631
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 333.974609, iou_loss = 0.000000, total_loss = 333.974609
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 399.416595, iou_loss = 0.000000, total_loss = 399.416595
total_bbox = 7271, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.312356), count: 2, class_loss = 248.715042, iou_loss = 1.123596, total_loss = 249.838638
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 326.585907, iou_loss = 0.000000, total_loss = 326.585907
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 375.384644, iou_loss = 0.000000, total_loss = 375.384644
total_bbox = 7273, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.151414), count: 2, class_loss = 249.296310, iou_loss = 3.464081, total_loss = 252.760391
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 344.179474, iou_loss = 0.000000, total_loss = 344.179474
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 414.941376, iou_loss = 0.000000, total_loss = 414.941376
total_bbox = 7275, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.334505), count: 2, class_loss = 248.506851, iou_loss = 2.831192, total_loss = 251.338043
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 330.777985, iou_loss = 0.000000, total_loss = 330.777985
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 393.171783, iou_loss = 0.000000, total_loss = 393.171783
total_bbox = 7277, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.575704), count: 2, class_loss = 248.180054, iou_loss = 0.851028, total_loss = 249.031082
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 322.108887, iou_loss = 0.000000, total_loss = 322.108887
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 371.703552, iou_loss = 0.000000, total_loss = 371.703552
total_bbox = 7279, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.422874), count: 2, class_loss = 248.890854, iou_loss = 1.467194, total_loss = 250.358047
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 332.727753, iou_loss = 0.000000, total_loss = 332.727753
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 422.992950, iou_loss = 0.000000, total_loss = 422.992950
total_bbox = 7281, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.454397), count: 2, class_loss = 247.686859, iou_loss = 1.235947, total_loss = 248.922806
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 326.356873, iou_loss = 0.000000, total_loss = 326.356873
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 387.604553, iou_loss = 0.000000, total_loss = 387.604553
total_bbox = 7283, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;114/500200: loss=323.1 hours left=2082.9
114: 323.141052, 393.086456 avg loss, 0.000000 rate, 15.775853 seconds, 7296 images, 2082.886348 hours left
Loaded: 0.000049 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.343537), count: 2, class_loss = 241.819855, iou_loss = 1.839371, total_loss = 243.659225
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 295.977692, iou_loss = 0.000000, total_loss = 295.977692
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 333.207611, iou_loss = 0.000000, total_loss = 333.207611
total_bbox = 7285, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.412913), count: 2, class_loss = 242.127670, iou_loss = 1.511902, total_loss = 243.639572
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 310.052429, iou_loss = 0.000000, total_loss = 310.052429
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 367.390656, iou_loss = 0.000000, total_loss = 367.390656
total_bbox = 7287, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.274322), count: 2, class_loss = 243.742645, iou_loss = 2.732498, total_loss = 246.475143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 308.503418, iou_loss = 0.000000, total_loss = 308.503418
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 339.479889, iou_loss = 0.000000, total_loss = 339.479889
total_bbox = 7289, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.556536), count: 2, class_loss = 242.751480, iou_loss = 0.866608, total_loss = 243.618088
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 328.719177, iou_loss = 0.000000, total_loss = 328.719177
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 380.690369, iou_loss = 0.000000, total_loss = 380.690369
total_bbox = 7291, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.521382), count: 2, class_loss = 242.374908, iou_loss = 1.704803, total_loss = 244.079712
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 323.586243, iou_loss = 0.000000, total_loss = 323.586243
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 419.007935, iou_loss = 0.000000, total_loss = 419.007935
total_bbox = 7293, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.143113), count: 2, class_loss = 242.007553, iou_loss = 3.306732, total_loss = 245.314285
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 316.742523, iou_loss = 0.000000, total_loss = 316.742523
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 368.744171, iou_loss = 0.000000, total_loss = 368.744171
total_bbox = 7295, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.296584), count: 2, class_loss = 241.810028, iou_loss = 2.291504, total_loss = 244.101532
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 314.626831, iou_loss = 0.000000, total_loss = 314.626831
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 347.672943, iou_loss = 0.000000, total_loss = 347.672943
total_bbox = 7297, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.261704), count: 2, class_loss = 240.438660, iou_loss = 2.874207, total_loss = 243.312866
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 313.118042, iou_loss = 0.000000, total_loss = 313.118042
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 349.917755, iou_loss = 0.000000, total_loss = 349.917755
total_bbox = 7299, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.491002), count: 2, class_loss = 246.611786, iou_loss = 1.337402, total_loss = 247.949188
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 329.444824, iou_loss = 0.000000, total_loss = 329.444824
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 367.911743, iou_loss = 0.000000, total_loss = 367.911743
total_bbox = 7301, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.450705), count: 2, class_loss = 243.974075, iou_loss = 0.934113, total_loss = 244.908188
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 321.103973, iou_loss = 0.000000, total_loss = 321.103973
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 374.586151, iou_loss = 0.000000, total_loss = 374.586151
total_bbox = 7303, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.656695), count: 2, class_loss = 239.578766, iou_loss = 0.890472, total_loss = 240.469238
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 312.786072, iou_loss = 0.000000, total_loss = 312.786072
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 370.418762, iou_loss = 0.000000, total_loss = 370.418762
total_bbox = 7305, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.287173), count: 2, class_loss = 244.203110, iou_loss = 2.123932, total_loss = 246.327042
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 303.067719, iou_loss = 0.000000, total_loss = 303.067719
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 342.751343, iou_loss = 0.000000, total_loss = 342.751343
total_bbox = 7307, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.196080), count: 2, class_loss = 237.930939, iou_loss = 2.234634, total_loss = 240.165573
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 296.815033, iou_loss = 0.000000, total_loss = 296.815033
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 334.589478, iou_loss = 0.000000, total_loss = 334.589478
total_bbox = 7309, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.237919), count: 2, class_loss = 242.140976, iou_loss = 2.834595, total_loss = 244.975571
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 327.096863, iou_loss = 0.000000, total_loss = 327.096863
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 371.592072, iou_loss = 0.000000, total_loss = 371.592072
total_bbox = 7311, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.611062), count: 2, class_loss = 246.379288, iou_loss = 0.425568, total_loss = 246.804855
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 323.159332, iou_loss = 0.000000, total_loss = 323.159332
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 389.697113, iou_loss = 0.000000, total_loss = 389.697113
total_bbox = 7313, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.490692), count: 2, class_loss = 245.834427, iou_loss = 1.183624, total_loss = 247.018051
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 324.250610, iou_loss = 0.000000, total_loss = 324.250610
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 374.483887, iou_loss = 0.000000, total_loss = 374.483887
total_bbox = 7315, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.310892), count: 2, class_loss = 245.290039, iou_loss = 1.029419, total_loss = 246.319458
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 330.751282, iou_loss = 0.000000, total_loss = 330.751282
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 370.249695, iou_loss = 0.000000, total_loss = 370.249695
total_bbox = 7317, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.346046), count: 2, class_loss = 240.028976, iou_loss = 1.904724, total_loss = 241.933701
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 314.260101, iou_loss = 0.000000, total_loss = 314.260101
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 355.594086, iou_loss = 0.000000, total_loss = 355.594086
total_bbox = 7319, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.434817), count: 2, class_loss = 240.711273, iou_loss = 0.656479, total_loss = 241.367752
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 296.248108, iou_loss = 0.000000, total_loss = 296.248108
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 325.319153, iou_loss = 0.000000, total_loss = 325.319153
total_bbox = 7321, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.380546), count: 2, class_loss = 239.312851, iou_loss = 1.395416, total_loss = 240.708267
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 297.041290, iou_loss = 0.000000, total_loss = 297.041290
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 321.936615, iou_loss = 0.000000, total_loss = 321.936615
total_bbox = 7323, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.473252), count: 2, class_loss = 237.121704, iou_loss = 0.753525, total_loss = 237.875229
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 305.802582, iou_loss = 0.000000, total_loss = 305.802582
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 345.684113, iou_loss = 0.000000, total_loss = 345.684113
total_bbox = 7325, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.586239), count: 2, class_loss = 240.711945, iou_loss = 0.530487, total_loss = 241.242432
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 330.257660, iou_loss = 0.000000, total_loss = 330.257660
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 411.110443, iou_loss = 0.000000, total_loss = 411.110443
total_bbox = 7327, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.238218), count: 2, class_loss = 239.899155, iou_loss = 1.847092, total_loss = 241.746246
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 300.085968, iou_loss = 0.000000, total_loss = 300.085968
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 348.327118, iou_loss = 0.000000, total_loss = 348.327118
total_bbox = 7329, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.455564), count: 2, class_loss = 242.094177, iou_loss = 0.805344, total_loss = 242.899521
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 308.833221, iou_loss = 0.000000, total_loss = 308.833221
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 356.249634, iou_loss = 0.000000, total_loss = 356.249634
total_bbox = 7331, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.334326), count: 2, class_loss = 243.682892, iou_loss = 1.354950, total_loss = 245.037842
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 325.328857, iou_loss = 0.000000, total_loss = 325.328857
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 385.153107, iou_loss = 0.000000, total_loss = 385.153107
total_bbox = 7333, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.324983), count: 2, class_loss = 241.802994, iou_loss = 1.318588, total_loss = 243.121582
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 311.743256, iou_loss = 0.000000, total_loss = 311.743256
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 356.886322, iou_loss = 0.000000, total_loss = 356.886322
total_bbox = 7335, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.089632), count: 2, class_loss = 246.375183, iou_loss = 7.324432, total_loss = 253.699615
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 325.251862, iou_loss = 0.000000, total_loss = 325.251862
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 385.175751, iou_loss = 0.000000, total_loss = 385.175751
total_bbox = 7337, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.363254), count: 2, class_loss = 245.479630, iou_loss = 1.444916, total_loss = 246.924545
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 310.629730, iou_loss = 0.000000, total_loss = 310.629730
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 358.882629, iou_loss = 0.000000, total_loss = 358.882629
total_bbox = 7339, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.387317), count: 2, class_loss = 240.715714, iou_loss = 0.990936, total_loss = 241.706650
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 314.161438, iou_loss = 0.000000, total_loss = 314.161438
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 374.620300, iou_loss = 0.000000, total_loss = 374.620300
total_bbox = 7341, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.259191), count: 2, class_loss = 241.063644, iou_loss = 1.807724, total_loss = 242.871368
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 322.205688, iou_loss = 0.000000, total_loss = 322.205688
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 371.861877, iou_loss = 0.000000, total_loss = 371.861877
total_bbox = 7343, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.475844), count: 2, class_loss = 239.679153, iou_loss = 1.465668, total_loss = 241.144821
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 320.177490, iou_loss = 0.000000, total_loss = 320.177490
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 360.598480, iou_loss = 0.000000, total_loss = 360.598480
total_bbox = 7345, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.448234), count: 2, class_loss = 245.295105, iou_loss = 1.416061, total_loss = 246.711166
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 326.470764, iou_loss = 0.000000, total_loss = 326.470764
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 380.559235, iou_loss = 0.000000, total_loss = 380.559235
total_bbox = 7346, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;115/500200: loss=307.7 hours left=2084.0
115: 307.674774, 384.545288 avg loss, 0.000000 rate, 15.802195 seconds, 7360 images, 2083.972254 hours left
Loaded: 0.000062 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.080055), count: 2, class_loss = 235.539108, iou_loss = 4.447617, total_loss = 239.986725
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 290.888245, iou_loss = 0.000000, total_loss = 290.888245
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 314.563416, iou_loss = 0.000000, total_loss = 314.563416
total_bbox = 7348, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.476968), count: 2, class_loss = 236.371353, iou_loss = 1.072815, total_loss = 237.444168
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 312.758057, iou_loss = 0.000000, total_loss = 312.758057
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 394.264099, iou_loss = 0.000000, total_loss = 394.264099
total_bbox = 7350, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.264859), count: 2, class_loss = 234.051147, iou_loss = 2.190918, total_loss = 236.242065
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 298.231354, iou_loss = 0.000000, total_loss = 298.231354
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 370.751282, iou_loss = 0.000000, total_loss = 370.751282
total_bbox = 7352, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.363648), count: 2, class_loss = 232.171387, iou_loss = 1.399078, total_loss = 233.570465
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 296.995453, iou_loss = 0.000000, total_loss = 296.995453
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 346.139343, iou_loss = 0.000000, total_loss = 346.139343
total_bbox = 7354, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.369875), count: 2, class_loss = 235.344986, iou_loss = 1.294586, total_loss = 236.639572
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 301.542206, iou_loss = 0.000000, total_loss = 301.542206
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 421.400360, iou_loss = 0.000000, total_loss = 421.400360
total_bbox = 7356, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.255927), count: 2, class_loss = 235.228638, iou_loss = 1.452942, total_loss = 236.681580
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 292.367676, iou_loss = 0.000000, total_loss = 292.367676
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 321.200653, iou_loss = 0.000000, total_loss = 321.200653
total_bbox = 7358, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.187548), count: 2, class_loss = 236.669418, iou_loss = 5.031616, total_loss = 241.701035
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 288.676483, iou_loss = 0.000000, total_loss = 288.676483
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 312.176178, iou_loss = 0.000000, total_loss = 312.176178
total_bbox = 7360, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.453597), count: 2, class_loss = 238.777740, iou_loss = 0.942093, total_loss = 239.719833
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 313.128784, iou_loss = 0.000000, total_loss = 313.128784
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 367.826569, iou_loss = 0.000000, total_loss = 367.826569
total_bbox = 7362, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.577239), count: 2, class_loss = 237.990936, iou_loss = 1.221405, total_loss = 239.212341
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 297.398529, iou_loss = 0.000000, total_loss = 297.398529
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 347.608398, iou_loss = 0.000000, total_loss = 347.608398
total_bbox = 7364, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.643543), count: 2, class_loss = 233.587036, iou_loss = 0.376709, total_loss = 233.963745
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 299.454926, iou_loss = 0.000000, total_loss = 299.454926
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 363.930237, iou_loss = 0.000000, total_loss = 363.930237
total_bbox = 7366, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.534378), count: 2, class_loss = 239.174255, iou_loss = 0.854095, total_loss = 240.028351
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 302.777100, iou_loss = 0.000000, total_loss = 302.777100
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 346.347260, iou_loss = 0.000000, total_loss = 346.347260
total_bbox = 7368, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.186905), count: 2, class_loss = 229.982819, iou_loss = 1.749832, total_loss = 231.732651
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 281.670410, iou_loss = 0.000000, total_loss = 281.670410
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 306.916077, iou_loss = 0.000000, total_loss = 306.916077
total_bbox = 7370, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.433448), count: 2, class_loss = 233.021759, iou_loss = 1.146011, total_loss = 234.167770
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 297.530975, iou_loss = 0.000000, total_loss = 297.530975
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 336.576111, iou_loss = 0.000000, total_loss = 336.576111
total_bbox = 7372, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.245341), count: 2, class_loss = 233.739929, iou_loss = 1.716721, total_loss = 235.456650
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 282.044922, iou_loss = 0.000000, total_loss = 282.044922
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 298.358978, iou_loss = 0.000000, total_loss = 298.358978
total_bbox = 7374, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.342888), count: 2, class_loss = 233.039261, iou_loss = 0.856873, total_loss = 233.896133
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 286.182251, iou_loss = 0.000000, total_loss = 286.182251
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 312.730164, iou_loss = 0.000000, total_loss = 312.730164
total_bbox = 7376, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.366522), count: 2, class_loss = 234.406219, iou_loss = 1.252670, total_loss = 235.658890
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 282.393005, iou_loss = 0.000000, total_loss = 282.393005
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 301.993164, iou_loss = 0.000000, total_loss = 301.993164
total_bbox = 7378, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.379966), count: 2, class_loss = 235.193192, iou_loss = 0.879745, total_loss = 236.072937
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 302.150879, iou_loss = 0.000000, total_loss = 302.150879
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 370.643158, iou_loss = 0.000000, total_loss = 370.643158
total_bbox = 7380, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.336481), count: 2, class_loss = 236.424026, iou_loss = 1.453323, total_loss = 237.877350
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 302.870697, iou_loss = 0.000000, total_loss = 302.870697
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 334.848022, iou_loss = 0.000000, total_loss = 334.848022
total_bbox = 7382, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.683113), count: 2, class_loss = 235.664230, iou_loss = 0.669266, total_loss = 236.333496
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 281.438446, iou_loss = 0.000000, total_loss = 281.438446
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 317.519043, iou_loss = 0.000000, total_loss = 317.519043
total_bbox = 7384, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.411116), count: 2, class_loss = 234.376068, iou_loss = 1.629776, total_loss = 236.005844
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 307.305603, iou_loss = 0.000000, total_loss = 307.305603
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 357.765320, iou_loss = 0.000000, total_loss = 357.765320
total_bbox = 7386, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.250244), count: 2, class_loss = 236.049194, iou_loss = 2.614349, total_loss = 238.663544
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 313.141479, iou_loss = 0.000000, total_loss = 313.141479
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 395.489624, iou_loss = 0.000000, total_loss = 395.489624
total_bbox = 7388, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.359938), count: 2, class_loss = 232.651993, iou_loss = 2.479477, total_loss = 235.131470
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 284.105408, iou_loss = 0.000000, total_loss = 284.105408
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 312.246857, iou_loss = 0.000000, total_loss = 312.246857
total_bbox = 7390, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.337029), count: 2, class_loss = 238.399506, iou_loss = 2.577835, total_loss = 240.977341
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 306.953339, iou_loss = 0.000000, total_loss = 306.953339
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 354.625732, iou_loss = 0.000000, total_loss = 354.625732
total_bbox = 7392, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.422779), count: 2, class_loss = 232.091827, iou_loss = 1.185791, total_loss = 233.277618
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 294.685394, iou_loss = 0.000000, total_loss = 294.685394
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 331.089355, iou_loss = 0.000000, total_loss = 331.089355
total_bbox = 7394, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.318021), count: 2, class_loss = 232.600021, iou_loss = 1.476547, total_loss = 234.076569
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 282.395294, iou_loss = 0.000000, total_loss = 282.395294
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 319.301727, iou_loss = 0.000000, total_loss = 319.301727
total_bbox = 7396, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.301947), count: 2, class_loss = 232.953659, iou_loss = 1.500626, total_loss = 234.454285
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 278.974152, iou_loss = 0.000000, total_loss = 278.974152
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.196198, iou_loss = 0.000000, total_loss = 320.196198
total_bbox = 7398, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.450248), count: 2, class_loss = 230.711700, iou_loss = 0.620728, total_loss = 231.332428
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 284.692719, iou_loss = 0.000000, total_loss = 284.692719
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 309.922882, iou_loss = 0.000000, total_loss = 309.922882
total_bbox = 7400, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.230687), count: 2, class_loss = 238.028229, iou_loss = 2.365295, total_loss = 240.393524
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 292.632507, iou_loss = 0.000000, total_loss = 292.632507
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 332.489532, iou_loss = 0.000000, total_loss = 332.489532
total_bbox = 7402, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.572918), count: 2, class_loss = 231.415512, iou_loss = 1.143173, total_loss = 232.558685
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 290.298340, iou_loss = 0.000000, total_loss = 290.298340
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 315.239624, iou_loss = 0.000000, total_loss = 315.239624
total_bbox = 7404, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.400323), count: 2, class_loss = 232.815720, iou_loss = 0.926392, total_loss = 233.742111
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 283.537109, iou_loss = 0.000000, total_loss = 283.537109
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 304.762970, iou_loss = 0.000000, total_loss = 304.762970
total_bbox = 7406, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.332162), count: 2, class_loss = 232.227707, iou_loss = 1.397629, total_loss = 233.625336
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 290.354065, iou_loss = 0.000000, total_loss = 290.354065
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 322.291229, iou_loss = 0.000000, total_loss = 322.291229
total_bbox = 7408, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.210593), count: 2, class_loss = 237.356567, iou_loss = 4.020660, total_loss = 241.377228
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 318.020905, iou_loss = 0.000000, total_loss = 318.020905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 372.271729, iou_loss = 0.000000, total_loss = 372.271729
total_bbox = 7410, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;116/500200: loss=289.9 hours left=2085.1
116: 289.927917, 375.083557 avg loss, 0.000000 rate, 15.604470 seconds, 7424 images, 2085.083839 hours left
Loaded: 0.000063 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392401), count: 2, class_loss = 230.808121, iou_loss = 0.934753, total_loss = 231.742874
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 282.943542, iou_loss = 0.000000, total_loss = 282.943542
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 324.238251, iou_loss = 0.000000, total_loss = 324.238251
total_bbox = 7412, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.547456), count: 2, class_loss = 227.240494, iou_loss = 0.603699, total_loss = 227.844193
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 262.651367, iou_loss = 0.000000, total_loss = 262.651367
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 277.272705, iou_loss = 0.000000, total_loss = 277.272705
total_bbox = 7414, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.267912), count: 2, class_loss = 229.580231, iou_loss = 2.515915, total_loss = 232.096146
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 294.114227, iou_loss = 0.000000, total_loss = 294.114227
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 345.818481, iou_loss = 0.000000, total_loss = 345.818481
total_bbox = 7416, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.234376), count: 2, class_loss = 223.822433, iou_loss = 1.283539, total_loss = 225.105972
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 276.455139, iou_loss = 0.000000, total_loss = 276.455139
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 305.962646, iou_loss = 0.000000, total_loss = 305.962646
total_bbox = 7418, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.479664), count: 2, class_loss = 230.864182, iou_loss = 0.750839, total_loss = 231.615021
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 286.171021, iou_loss = 0.000000, total_loss = 286.171021
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 313.099304, iou_loss = 0.000000, total_loss = 313.099304
total_bbox = 7420, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.340162), count: 2, class_loss = 225.001053, iou_loss = 1.392105, total_loss = 226.393158
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 264.064514, iou_loss = 0.000000, total_loss = 264.064514
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 276.272247, iou_loss = 0.000000, total_loss = 276.272247
total_bbox = 7422, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.363427), count: 2, class_loss = 226.255020, iou_loss = 1.343933, total_loss = 227.598953
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 280.552429, iou_loss = 0.000000, total_loss = 280.552429
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 310.155518, iou_loss = 0.000000, total_loss = 310.155518
total_bbox = 7424, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.290927), count: 2, class_loss = 225.605667, iou_loss = 1.843628, total_loss = 227.449295
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 269.605225, iou_loss = 0.000000, total_loss = 269.605225
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 291.365631, iou_loss = 0.000000, total_loss = 291.365631
total_bbox = 7426, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.450041), count: 2, class_loss = 224.433899, iou_loss = 0.714615, total_loss = 225.148514
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 269.301178, iou_loss = 0.000000, total_loss = 269.301178
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 291.237366, iou_loss = 0.000000, total_loss = 291.237366
total_bbox = 7428, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.234423), count: 2, class_loss = 224.350784, iou_loss = 1.110504, total_loss = 225.461288
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 259.743683, iou_loss = 0.000000, total_loss = 259.743683
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 269.342102, iou_loss = 0.000000, total_loss = 269.342102
total_bbox = 7430, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.318589), count: 2, class_loss = 228.274277, iou_loss = 1.408264, total_loss = 229.682541
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 270.127350, iou_loss = 0.000000, total_loss = 270.127350
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 287.759918, iou_loss = 0.000000, total_loss = 287.759918
total_bbox = 7432, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.548379), count: 2, class_loss = 229.555954, iou_loss = 0.895004, total_loss = 230.450958
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 284.503784, iou_loss = 0.000000, total_loss = 284.503784
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 310.020844, iou_loss = 0.000000, total_loss = 310.020844
total_bbox = 7434, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.388003), count: 2, class_loss = 226.897110, iou_loss = 0.775909, total_loss = 227.673019
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 261.194061, iou_loss = 0.000000, total_loss = 261.194061
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 271.869476, iou_loss = 0.000000, total_loss = 271.869476
total_bbox = 7436, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.390471), count: 2, class_loss = 227.589508, iou_loss = 0.855438, total_loss = 228.444946
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 266.112915, iou_loss = 0.000000, total_loss = 266.112915
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 287.858673, iou_loss = 0.000000, total_loss = 287.858673
total_bbox = 7438, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.345616), count: 2, class_loss = 222.181351, iou_loss = 1.300049, total_loss = 223.481400
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 268.283325, iou_loss = 0.000000, total_loss = 268.283325
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 287.170959, iou_loss = 0.000000, total_loss = 287.170959
total_bbox = 7440, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.456857), count: 2, class_loss = 226.121353, iou_loss = 0.587677, total_loss = 226.709030
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 268.435486, iou_loss = 0.000000, total_loss = 268.435486
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 287.963165, iou_loss = 0.000000, total_loss = 287.963165
total_bbox = 7442, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.448326), count: 2, class_loss = 226.821060, iou_loss = 1.155685, total_loss = 227.976746
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 283.922668, iou_loss = 0.000000, total_loss = 283.922668
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 326.490967, iou_loss = 0.000000, total_loss = 326.490967
total_bbox = 7444, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.557676), count: 2, class_loss = 225.155228, iou_loss = 0.473450, total_loss = 225.628677
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 264.214661, iou_loss = 0.000000, total_loss = 264.214661
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 280.434723, iou_loss = 0.000000, total_loss = 280.434723
total_bbox = 7446, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.340690), count: 2, class_loss = 229.875870, iou_loss = 1.384018, total_loss = 231.259888
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 276.841919, iou_loss = 0.000000, total_loss = 276.841919
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 299.634735, iou_loss = 0.000000, total_loss = 299.634735
total_bbox = 7448, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.151963), count: 2, class_loss = 225.387543, iou_loss = 2.239731, total_loss = 227.627274
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 273.191620, iou_loss = 0.000000, total_loss = 273.191620
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 302.873230, iou_loss = 0.000000, total_loss = 302.873230
total_bbox = 7450, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.473328), count: 2, class_loss = 222.430664, iou_loss = 0.684021, total_loss = 223.114685
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 268.594574, iou_loss = 0.000000, total_loss = 268.594574
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 292.458313, iou_loss = 0.000000, total_loss = 292.458313
total_bbox = 7452, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.439382), count: 2, class_loss = 227.754990, iou_loss = 0.957764, total_loss = 228.712753
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 289.118500, iou_loss = 0.000000, total_loss = 289.118500
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 317.985901, iou_loss = 0.000000, total_loss = 317.985901
total_bbox = 7454, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.640225), count: 2, class_loss = 232.171387, iou_loss = 1.048935, total_loss = 233.220322
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 272.958435, iou_loss = 0.000000, total_loss = 272.958435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 299.009949, iou_loss = 0.000000, total_loss = 299.009949
total_bbox = 7456, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.483101), count: 2, class_loss = 229.437088, iou_loss = 1.232498, total_loss = 230.669586
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 282.883850, iou_loss = 0.000000, total_loss = 282.883850
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 318.180786, iou_loss = 0.000000, total_loss = 318.180786
total_bbox = 7458, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.586952), count: 2, class_loss = 228.753189, iou_loss = 0.830475, total_loss = 229.583664
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 278.768494, iou_loss = 0.000000, total_loss = 278.768494
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 312.876923, iou_loss = 0.000000, total_loss = 312.876923
total_bbox = 7460, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.573290), count: 2, class_loss = 233.515808, iou_loss = 0.571732, total_loss = 234.087540
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 295.597046, iou_loss = 0.000000, total_loss = 295.597046
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 379.137573, iou_loss = 0.000000, total_loss = 379.137573
total_bbox = 7462, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.616448), count: 2, class_loss = 229.541367, iou_loss = 0.472916, total_loss = 230.014282
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 284.941284, iou_loss = 0.000000, total_loss = 284.941284
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 329.543579, iou_loss = 0.000000, total_loss = 329.543579
total_bbox = 7464, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.366262), count: 2, class_loss = 225.967484, iou_loss = 1.921951, total_loss = 227.889435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 271.989258, iou_loss = 0.000000, total_loss = 271.989258
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 301.729431, iou_loss = 0.000000, total_loss = 301.729431
total_bbox = 7466, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.441401), count: 2, class_loss = 228.505569, iou_loss = 0.769135, total_loss = 229.274704
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 278.914246, iou_loss = 0.000000, total_loss = 278.914246
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 306.004150, iou_loss = 0.000000, total_loss = 306.004150
total_bbox = 7468, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.722477), count: 2, class_loss = 228.364182, iou_loss = 0.381943, total_loss = 228.746124
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 276.584412, iou_loss = 0.000000, total_loss = 276.584412
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 297.952179, iou_loss = 0.000000, total_loss = 297.952179
total_bbox = 7470, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.278440), count: 2, class_loss = 227.372986, iou_loss = 2.331024, total_loss = 229.704010
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 268.304535, iou_loss = 0.000000, total_loss = 268.304535
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 282.892426, iou_loss = 0.000000, total_loss = 282.892426
total_bbox = 7472, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.293630), count: 2, class_loss = 228.670624, iou_loss = 1.302826, total_loss = 229.973450
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 275.839874, iou_loss = 0.000000, total_loss = 275.839874
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 291.373383, iou_loss = 0.000000, total_loss = 291.373383
total_bbox = 7474, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;117/500200: loss=268.7 hours left=2085.9
117: 268.721771, 364.447388 avg loss, 0.000000 rate, 15.589820 seconds, 7488 images, 2085.909626 hours left
Loaded: 0.000063 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.472115), count: 2, class_loss = 219.429367, iou_loss = 1.080688, total_loss = 220.510056
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 252.254486, iou_loss = 0.000000, total_loss = 252.254486
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 259.233734, iou_loss = 0.000000, total_loss = 259.233734
total_bbox = 7476, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.466223), count: 2, class_loss = 221.876450, iou_loss = 0.596771, total_loss = 222.473221
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 267.704224, iou_loss = 0.000000, total_loss = 267.704224
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 286.584412, iou_loss = 0.000000, total_loss = 286.584412
total_bbox = 7478, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.417107), count: 2, class_loss = 219.417175, iou_loss = 1.129288, total_loss = 220.546463
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 254.092072, iou_loss = 0.000000, total_loss = 254.092072
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 273.049286, iou_loss = 0.000000, total_loss = 273.049286
total_bbox = 7480, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.581029), count: 2, class_loss = 219.846680, iou_loss = 1.169525, total_loss = 221.016205
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 270.545929, iou_loss = 0.000000, total_loss = 270.545929
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 278.388336, iou_loss = 0.000000, total_loss = 278.388336
total_bbox = 7482, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.233719), count: 2, class_loss = 224.764786, iou_loss = 2.101242, total_loss = 226.866028
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 273.841125, iou_loss = 0.000000, total_loss = 273.841125
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 302.997314, iou_loss = 0.000000, total_loss = 302.997314
total_bbox = 7484, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.390586), count: 2, class_loss = 223.962845, iou_loss = 2.313446, total_loss = 226.276291
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 280.530212, iou_loss = 0.000000, total_loss = 280.530212
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 320.948883, iou_loss = 0.000000, total_loss = 320.948883
total_bbox = 7486, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.468510), count: 2, class_loss = 218.676514, iou_loss = 0.758087, total_loss = 219.434601
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 253.449203, iou_loss = 0.000000, total_loss = 253.449203
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 272.338531, iou_loss = 0.000000, total_loss = 272.338531
total_bbox = 7488, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.347917), count: 2, class_loss = 215.871918, iou_loss = 1.743408, total_loss = 217.615326
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 249.739731, iou_loss = 0.000000, total_loss = 249.739731
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 262.431732, iou_loss = 0.000000, total_loss = 262.431732
total_bbox = 7490, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.223218), count: 2, class_loss = 217.089249, iou_loss = 2.468079, total_loss = 219.557327
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 254.733398, iou_loss = 0.000000, total_loss = 254.733398
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 270.177521, iou_loss = 0.000000, total_loss = 270.177521
total_bbox = 7492, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.521609), count: 2, class_loss = 218.418671, iou_loss = 1.042664, total_loss = 219.461334
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 260.966248, iou_loss = 0.000000, total_loss = 260.966248
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 292.742859, iou_loss = 0.000000, total_loss = 292.742859
total_bbox = 7494, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.451984), count: 2, class_loss = 220.722153, iou_loss = 1.876984, total_loss = 222.599136
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 253.220154, iou_loss = 0.000000, total_loss = 253.220154
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 262.378845, iou_loss = 0.000000, total_loss = 262.378845
total_bbox = 7496, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.255398), count: 2, class_loss = 217.205826, iou_loss = 1.894943, total_loss = 219.100769
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 250.847824, iou_loss = 0.000000, total_loss = 250.847824
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 271.901276, iou_loss = 0.000000, total_loss = 271.901276
total_bbox = 7498, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.608504), count: 2, class_loss = 219.217209, iou_loss = 0.671341, total_loss = 219.888550
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 261.457458, iou_loss = 0.000000, total_loss = 261.457458
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 284.711670, iou_loss = 0.000000, total_loss = 284.711670
total_bbox = 7500, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.417809), count: 2, class_loss = 220.392792, iou_loss = 1.026611, total_loss = 221.419403
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 251.810577, iou_loss = 0.000000, total_loss = 251.810577
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 262.172638, iou_loss = 0.000000, total_loss = 262.172638
total_bbox = 7502, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.317271), count: 2, class_loss = 223.275589, iou_loss = 1.364410, total_loss = 224.639999
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 268.566406, iou_loss = 0.000000, total_loss = 268.566406
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 311.513855, iou_loss = 0.000000, total_loss = 311.513855
total_bbox = 7504, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.418741), count: 2, class_loss = 220.859238, iou_loss = 0.599304, total_loss = 221.458542
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 261.146729, iou_loss = 0.000000, total_loss = 261.146729
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 266.913330, iou_loss = 0.000000, total_loss = 266.913330
total_bbox = 7506, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.536885), count: 2, class_loss = 222.963013, iou_loss = 0.905502, total_loss = 223.868515
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 267.226440, iou_loss = 0.000000, total_loss = 267.226440
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 318.149658, iou_loss = 0.000000, total_loss = 318.149658
total_bbox = 7508, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.299415), count: 2, class_loss = 218.141327, iou_loss = 0.863785, total_loss = 219.005112
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 251.059982, iou_loss = 0.000000, total_loss = 251.059982
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 265.073669, iou_loss = 0.000000, total_loss = 265.073669
total_bbox = 7510, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.559796), count: 2, class_loss = 220.171432, iou_loss = 1.020645, total_loss = 221.192078
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 259.359528, iou_loss = 0.000000, total_loss = 259.359528
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 259.879425, iou_loss = 0.000000, total_loss = 259.879425
total_bbox = 7512, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.554401), count: 2, class_loss = 219.884476, iou_loss = 0.808105, total_loss = 220.692581
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 262.851074, iou_loss = 0.000000, total_loss = 262.851074
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 283.464569, iou_loss = 0.000000, total_loss = 283.464569
total_bbox = 7514, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.578593), count: 2, class_loss = 224.792282, iou_loss = 0.385941, total_loss = 225.178223
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 261.107239, iou_loss = 0.000000, total_loss = 261.107239
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 267.962524, iou_loss = 0.000000, total_loss = 267.962524
total_bbox = 7516, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.214401), count: 2, class_loss = 215.906555, iou_loss = 1.704559, total_loss = 217.611115
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 246.444534, iou_loss = 0.000000, total_loss = 246.444534
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 253.278961, iou_loss = 0.000000, total_loss = 253.278961
total_bbox = 7518, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.348323), count: 2, class_loss = 216.221375, iou_loss = 3.055588, total_loss = 219.276962
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 255.851547, iou_loss = 0.000000, total_loss = 255.851547
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 268.373901, iou_loss = 0.000000, total_loss = 268.373901
total_bbox = 7520, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.503969), count: 2, class_loss = 221.156738, iou_loss = 1.268051, total_loss = 222.424789
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 255.714355, iou_loss = 0.000000, total_loss = 255.714355
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 265.941467, iou_loss = 0.000000, total_loss = 265.941467
total_bbox = 7522, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.514423), count: 2, class_loss = 216.934708, iou_loss = 1.260330, total_loss = 218.195038
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 259.529175, iou_loss = 0.000000, total_loss = 259.529175
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 276.242767, iou_loss = 0.000000, total_loss = 276.242767
total_bbox = 7524, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.210366), count: 2, class_loss = 220.907227, iou_loss = 1.679672, total_loss = 222.586899
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 251.658051, iou_loss = 0.000000, total_loss = 251.658051
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 267.138367, iou_loss = 0.000000, total_loss = 267.138367
total_bbox = 7526, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.353449), count: 2, class_loss = 223.051224, iou_loss = 1.841690, total_loss = 224.892914
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 258.748657, iou_loss = 0.000000, total_loss = 258.748657
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 267.428864, iou_loss = 0.000000, total_loss = 267.428864
total_bbox = 7528, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.313628), count: 2, class_loss = 217.124268, iou_loss = 1.527191, total_loss = 218.651459
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 245.771622, iou_loss = 0.000000, total_loss = 245.771622
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 253.117111, iou_loss = 0.000000, total_loss = 253.117111
total_bbox = 7530, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.233956), count: 2, class_loss = 219.881195, iou_loss = 2.718094, total_loss = 222.599289
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 268.375305, iou_loss = 0.000000, total_loss = 268.375305
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 321.866089, iou_loss = 0.000000, total_loss = 321.866089
total_bbox = 7532, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.508712), count: 2, class_loss = 226.608597, iou_loss = 1.086029, total_loss = 227.694626
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 283.738129, iou_loss = 0.000000, total_loss = 283.738129
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 338.962708, iou_loss = 0.000000, total_loss = 338.962708
total_bbox = 7534, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.382166), count: 2, class_loss = 219.944916, iou_loss = 1.111664, total_loss = 221.056580
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 254.010300, iou_loss = 0.000000, total_loss = 254.010300
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 265.391479, iou_loss = 0.000000, total_loss = 265.391479
total_bbox = 7536, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.645471), count: 2, class_loss = 221.412857, iou_loss = 0.676834, total_loss = 222.089691
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 258.388885, iou_loss = 0.000000, total_loss = 258.388885
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 279.709015, iou_loss = 0.000000, total_loss = 279.709015
total_bbox = 7538, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;118/500200: loss=253.4 hours left=2086.7
118: 253.386292, 353.341278 avg loss, 0.000000 rate, 15.618340 seconds, 7552 images, 2086.706765 hours left
Loaded: 0.000058 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.397015), count: 2, class_loss = 211.204391, iou_loss = 1.293640, total_loss = 212.498032
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 247.612778, iou_loss = 0.000000, total_loss = 247.612778
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 299.629913, iou_loss = 0.000000, total_loss = 299.629913
total_bbox = 7540, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.394382), count: 2, class_loss = 212.400848, iou_loss = 1.165497, total_loss = 213.566345
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 234.206329, iou_loss = 0.000000, total_loss = 234.206329
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 238.233109, iou_loss = 0.000000, total_loss = 238.233109
total_bbox = 7542, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.450504), count: 2, class_loss = 210.640778, iou_loss = 1.316589, total_loss = 211.957367
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 244.629715, iou_loss = 0.000000, total_loss = 244.629715
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 252.618423, iou_loss = 0.000000, total_loss = 252.618423
total_bbox = 7544, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.576019), count: 2, class_loss = 208.650879, iou_loss = 0.498291, total_loss = 209.149170
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 231.609604, iou_loss = 0.000000, total_loss = 231.609604
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 234.574081, iou_loss = 0.000000, total_loss = 234.574081
total_bbox = 7546, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.307332), count: 2, class_loss = 210.902252, iou_loss = 1.562912, total_loss = 212.465164
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 240.165192, iou_loss = 0.000000, total_loss = 240.165192
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 259.631042, iou_loss = 0.000000, total_loss = 259.631042
total_bbox = 7548, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.132882), count: 2, class_loss = 213.102386, iou_loss = 2.952026, total_loss = 216.054413
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 235.038666, iou_loss = 0.000000, total_loss = 235.038666
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 238.532379, iou_loss = 0.000000, total_loss = 238.532379
total_bbox = 7550, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.427207), count: 2, class_loss = 210.291718, iou_loss = 0.940506, total_loss = 211.232224
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 251.422333, iou_loss = 0.000000, total_loss = 251.422333
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 280.366791, iou_loss = 0.000000, total_loss = 280.366791
total_bbox = 7552, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.341370), count: 2, class_loss = 207.676880, iou_loss = 1.314331, total_loss = 208.991211
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 228.673065, iou_loss = 0.000000, total_loss = 228.673065
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 237.166855, iou_loss = 0.000000, total_loss = 237.166855
total_bbox = 7554, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.463804), count: 2, class_loss = 209.119095, iou_loss = 1.107651, total_loss = 210.226746
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 233.597351, iou_loss = 0.000000, total_loss = 233.597351
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 240.934464, iou_loss = 0.000000, total_loss = 240.934464
total_bbox = 7556, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.431733), count: 2, class_loss = 212.972900, iou_loss = 1.549255, total_loss = 214.522156
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 239.598526, iou_loss = 0.000000, total_loss = 239.598526
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 257.583313, iou_loss = 0.000000, total_loss = 257.583313
total_bbox = 7558, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.404430), count: 2, class_loss = 209.474518, iou_loss = 1.257919, total_loss = 210.732437
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 234.572678, iou_loss = 0.000000, total_loss = 234.572678
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 236.106842, iou_loss = 0.000000, total_loss = 236.106842
total_bbox = 7560, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.307271), count: 2, class_loss = 212.178360, iou_loss = 2.151627, total_loss = 214.329987
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 238.716919, iou_loss = 0.000000, total_loss = 238.716919
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 246.278015, iou_loss = 0.000000, total_loss = 246.278015
total_bbox = 7562, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.374241), count: 2, class_loss = 206.633240, iou_loss = 1.717850, total_loss = 208.351089
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 233.600769, iou_loss = 0.000000, total_loss = 233.600769
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 238.287354, iou_loss = 0.000000, total_loss = 238.287354
total_bbox = 7564, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.544391), count: 2, class_loss = 216.959351, iou_loss = 0.415863, total_loss = 217.375214
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 265.916962, iou_loss = 0.000000, total_loss = 265.916962
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 347.016693, iou_loss = 0.000000, total_loss = 347.016693
total_bbox = 7566, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.492295), count: 2, class_loss = 212.521347, iou_loss = 1.008530, total_loss = 213.529877
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 253.567261, iou_loss = 0.000000, total_loss = 253.567261
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 303.450073, iou_loss = 0.000000, total_loss = 303.450073
total_bbox = 7568, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.338352), count: 2, class_loss = 209.662033, iou_loss = 1.325516, total_loss = 210.987549
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 230.315109, iou_loss = 0.000000, total_loss = 230.315109
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 232.572952, iou_loss = 0.000000, total_loss = 232.572952
total_bbox = 7570, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.490321), count: 2, class_loss = 211.186951, iou_loss = 0.889221, total_loss = 212.076172
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 238.171402, iou_loss = 0.000000, total_loss = 238.171402
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 247.838211, iou_loss = 0.000000, total_loss = 247.838211
total_bbox = 7572, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.547653), count: 2, class_loss = 218.616364, iou_loss = 0.748276, total_loss = 219.364639
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 263.149261, iou_loss = 0.000000, total_loss = 263.149261
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 280.895569, iou_loss = 0.000000, total_loss = 280.895569
total_bbox = 7574, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.604286), count: 2, class_loss = 212.125946, iou_loss = 0.693344, total_loss = 212.819290
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 238.823624, iou_loss = 0.000000, total_loss = 238.823624
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 242.988907, iou_loss = 0.000000, total_loss = 242.988907
total_bbox = 7576, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.566907), count: 2, class_loss = 211.160095, iou_loss = 1.158600, total_loss = 212.318695
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 236.044632, iou_loss = 0.000000, total_loss = 236.044632
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 234.439377, iou_loss = 0.000000, total_loss = 234.439377
total_bbox = 7578, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.402345), count: 2, class_loss = 212.818817, iou_loss = 1.292694, total_loss = 214.111511
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 236.800308, iou_loss = 0.000000, total_loss = 236.800308
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 256.957977, iou_loss = 0.000000, total_loss = 256.957977
total_bbox = 7580, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.375713), count: 2, class_loss = 213.372635, iou_loss = 1.289993, total_loss = 214.662628
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 238.523956, iou_loss = 0.000000, total_loss = 238.523956
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 241.007950, iou_loss = 0.000000, total_loss = 241.007950
total_bbox = 7582, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.335372), count: 2, class_loss = 213.504578, iou_loss = 1.513397, total_loss = 215.017975
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 232.351822, iou_loss = 0.000000, total_loss = 232.351822
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 243.223587, iou_loss = 0.000000, total_loss = 243.223587
total_bbox = 7584, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.463656), count: 2, class_loss = 209.709793, iou_loss = 2.132797, total_loss = 211.842590
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 241.093765, iou_loss = 0.000000, total_loss = 241.093765
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 265.817322, iou_loss = 0.000000, total_loss = 265.817322
total_bbox = 7586, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.554655), count: 2, class_loss = 213.116257, iou_loss = 1.071045, total_loss = 214.187302
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 245.384674, iou_loss = 0.000000, total_loss = 245.384674
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 290.948547, iou_loss = 0.000000, total_loss = 290.948547
total_bbox = 7588, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.522048), count: 2, class_loss = 215.730087, iou_loss = 1.323120, total_loss = 217.053207
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 243.027847, iou_loss = 0.000000, total_loss = 243.027847
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 245.970078, iou_loss = 0.000000, total_loss = 245.970078
total_bbox = 7590, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.416639), count: 2, class_loss = 209.127365, iou_loss = 1.346054, total_loss = 210.473419
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 238.755356, iou_loss = 0.000000, total_loss = 238.755356
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 234.183334, iou_loss = 0.000000, total_loss = 234.183334
total_bbox = 7592, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.284090), count: 2, class_loss = 213.541031, iou_loss = 1.616989, total_loss = 215.158020
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 236.011063, iou_loss = 0.000000, total_loss = 236.011063
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 246.018295, iou_loss = 0.000000, total_loss = 246.018295
total_bbox = 7594, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.587380), count: 2, class_loss = 209.994385, iou_loss = 0.579575, total_loss = 210.573959
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 230.172714, iou_loss = 0.000000, total_loss = 230.172714
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 236.868973, iou_loss = 0.000000, total_loss = 236.868973
total_bbox = 7596, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.362164), count: 2, class_loss = 215.128036, iou_loss = 3.074219, total_loss = 218.202255
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 264.084167, iou_loss = 0.000000, total_loss = 264.084167
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 307.451355, iou_loss = 0.000000, total_loss = 307.451355
total_bbox = 7598, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.252035), count: 2, class_loss = 210.630096, iou_loss = 2.199112, total_loss = 212.829208
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 236.568420, iou_loss = 0.000000, total_loss = 236.568420
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 239.886826, iou_loss = 0.000000, total_loss = 239.886826
total_bbox = 7600, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.441142), count: 2, class_loss = 212.089767, iou_loss = 1.724716, total_loss = 213.814484
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 241.337250, iou_loss = 0.000000, total_loss = 241.337250
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 248.397919, iou_loss = 0.000000, total_loss = 248.397919
total_bbox = 7602, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;119/500200: loss=236.8 hours left=2087.5
119: 236.769760, 341.684113 avg loss, 0.000000 rate, 15.784741 seconds, 7616 images, 2087.535501 hours left
Loaded: 0.000064 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.396380), count: 2, class_loss = 206.604279, iou_loss = 1.192978, total_loss = 207.797256
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 228.949539, iou_loss = 0.000000, total_loss = 228.949539
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 237.514175, iou_loss = 0.000000, total_loss = 237.514175
total_bbox = 7604, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.352831), count: 2, class_loss = 205.945099, iou_loss = 1.379288, total_loss = 207.324387
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 211.887665, iou_loss = 0.000000, total_loss = 211.887665
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 210.191284, iou_loss = 0.000000, total_loss = 210.191284
total_bbox = 7606, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.754852), count: 2, class_loss = 203.698898, iou_loss = 0.359604, total_loss = 204.058502
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 223.142731, iou_loss = 0.000000, total_loss = 223.142731
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 217.867569, iou_loss = 0.000000, total_loss = 217.867569
total_bbox = 7608, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.524988), count: 2, class_loss = 202.077972, iou_loss = 1.186584, total_loss = 203.264557
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 216.865555, iou_loss = 0.000000, total_loss = 216.865555
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 222.989914, iou_loss = 0.000000, total_loss = 222.989914
total_bbox = 7610, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.514893), count: 2, class_loss = 204.377365, iou_loss = 0.759995, total_loss = 205.137360
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 234.732712, iou_loss = 0.000000, total_loss = 234.732712
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 256.775269, iou_loss = 0.000000, total_loss = 256.775269
total_bbox = 7612, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.155691), count: 2, class_loss = 203.606934, iou_loss = 1.955856, total_loss = 205.562790
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 215.032623, iou_loss = 0.000000, total_loss = 215.032623
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 223.053436, iou_loss = 0.000000, total_loss = 223.053436
total_bbox = 7614, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.278976), count: 2, class_loss = 206.870255, iou_loss = 1.469040, total_loss = 208.339294
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 222.737640, iou_loss = 0.000000, total_loss = 222.737640
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 221.029678, iou_loss = 0.000000, total_loss = 221.029678
total_bbox = 7616, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.361390), count: 2, class_loss = 202.736694, iou_loss = 0.938721, total_loss = 203.675415
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 215.566223, iou_loss = 0.000000, total_loss = 215.566223
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 216.339462, iou_loss = 0.000000, total_loss = 216.339462
total_bbox = 7618, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.582703), count: 2, class_loss = 200.914505, iou_loss = 0.447403, total_loss = 201.361908
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 232.071564, iou_loss = 0.000000, total_loss = 232.071564
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 238.565994, iou_loss = 0.000000, total_loss = 238.565994
total_bbox = 7620, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.535158), count: 2, class_loss = 202.128204, iou_loss = 0.969482, total_loss = 203.097687
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 218.878143, iou_loss = 0.000000, total_loss = 218.878143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 224.616074, iou_loss = 0.000000, total_loss = 224.616074
total_bbox = 7622, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.261192), count: 2, class_loss = 205.458267, iou_loss = 2.798523, total_loss = 208.256790
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 233.297195, iou_loss = 0.000000, total_loss = 233.297195
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 232.613022, iou_loss = 0.000000, total_loss = 232.613022
total_bbox = 7624, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.324330), count: 2, class_loss = 206.977890, iou_loss = 1.576294, total_loss = 208.554184
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 227.247406, iou_loss = 0.000000, total_loss = 227.247406
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 232.564560, iou_loss = 0.000000, total_loss = 232.564560
total_bbox = 7626, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.432848), count: 2, class_loss = 203.300095, iou_loss = 0.843033, total_loss = 204.143127
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 223.924698, iou_loss = 0.000000, total_loss = 223.924698
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 223.808990, iou_loss = 0.000000, total_loss = 223.808990
total_bbox = 7628, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.274354), count: 2, class_loss = 201.634140, iou_loss = 1.738724, total_loss = 203.372864
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 215.318924, iou_loss = 0.000000, total_loss = 215.318924
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 220.930511, iou_loss = 0.000000, total_loss = 220.930511
total_bbox = 7630, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.336479), count: 2, class_loss = 203.968781, iou_loss = 0.786942, total_loss = 204.755722
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 213.778320, iou_loss = 0.000000, total_loss = 213.778320
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 215.507095, iou_loss = 0.000000, total_loss = 215.507095
total_bbox = 7632, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.375878), count: 2, class_loss = 204.008682, iou_loss = 1.090210, total_loss = 205.098892
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 228.250641, iou_loss = 0.000000, total_loss = 228.250641
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 227.796432, iou_loss = 0.000000, total_loss = 227.796432
total_bbox = 7634, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.501347), count: 2, class_loss = 205.601425, iou_loss = 1.557968, total_loss = 207.159393
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 230.212646, iou_loss = 0.000000, total_loss = 230.212646
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 233.121338, iou_loss = 0.000000, total_loss = 233.121338
total_bbox = 7636, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.229636), count: 2, class_loss = 201.555557, iou_loss = 2.056259, total_loss = 203.611816
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 213.475571, iou_loss = 0.000000, total_loss = 213.475571
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 214.806778, iou_loss = 0.000000, total_loss = 214.806778
total_bbox = 7638, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.347083), count: 2, class_loss = 206.868469, iou_loss = 1.574829, total_loss = 208.443298
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 239.807373, iou_loss = 0.000000, total_loss = 239.807373
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 265.888306, iou_loss = 0.000000, total_loss = 265.888306
total_bbox = 7640, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.197835), count: 2, class_loss = 206.904358, iou_loss = 2.082916, total_loss = 208.987274
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 235.592804, iou_loss = 0.000000, total_loss = 235.592804
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 252.432907, iou_loss = 0.000000, total_loss = 252.432907
total_bbox = 7642, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.396227), count: 2, class_loss = 207.008942, iou_loss = 2.075821, total_loss = 209.084763
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 238.257507, iou_loss = 0.000000, total_loss = 238.257507
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 232.807571, iou_loss = 0.000000, total_loss = 232.807571
total_bbox = 7644, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.551290), count: 2, class_loss = 207.009171, iou_loss = 0.746948, total_loss = 207.756119
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 221.443283, iou_loss = 0.000000, total_loss = 221.443283
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 217.666901, iou_loss = 0.000000, total_loss = 217.666901
total_bbox = 7646, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.501858), count: 2, class_loss = 202.031570, iou_loss = 0.727814, total_loss = 202.759384
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 218.050583, iou_loss = 0.000000, total_loss = 218.050583
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 219.945633, iou_loss = 0.000000, total_loss = 219.945633
total_bbox = 7648, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.317847), count: 2, class_loss = 201.549927, iou_loss = 0.813126, total_loss = 202.363052
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 211.720306, iou_loss = 0.000000, total_loss = 211.720306
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 210.427872, iou_loss = 0.000000, total_loss = 210.427872
total_bbox = 7650, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.419414), count: 2, class_loss = 208.843369, iou_loss = 1.733017, total_loss = 210.576385
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 263.299438, iou_loss = 0.000000, total_loss = 263.299438
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 345.907288, iou_loss = 0.000000, total_loss = 345.907288
total_bbox = 7652, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.690302), count: 2, class_loss = 203.349747, iou_loss = 0.520691, total_loss = 203.870438
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 216.746399, iou_loss = 0.000000, total_loss = 216.746399
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 222.259918, iou_loss = 0.000000, total_loss = 222.259918
total_bbox = 7654, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.355413), count: 2, class_loss = 203.385101, iou_loss = 1.415085, total_loss = 204.800186
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 218.473480, iou_loss = 0.000000, total_loss = 218.473480
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 215.349762, iou_loss = 0.000000, total_loss = 215.349762
total_bbox = 7656, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.235402), count: 2, class_loss = 203.740631, iou_loss = 2.268997, total_loss = 206.009628
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 209.362411, iou_loss = 0.000000, total_loss = 209.362411
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 206.607727, iou_loss = 0.000000, total_loss = 206.607727
total_bbox = 7658, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.272815), count: 2, class_loss = 207.111145, iou_loss = 1.804459, total_loss = 208.915604
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 229.476273, iou_loss = 0.000000, total_loss = 229.476273
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 239.904541, iou_loss = 0.000000, total_loss = 239.904541
total_bbox = 7660, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.339895), count: 2, class_loss = 205.676544, iou_loss = 2.032303, total_loss = 207.708847
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 227.326630, iou_loss = 0.000000, total_loss = 227.326630
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 231.787918, iou_loss = 0.000000, total_loss = 231.787918
total_bbox = 7662, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.471954), count: 2, class_loss = 206.351562, iou_loss = 0.856018, total_loss = 207.207581
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 220.675430, iou_loss = 0.000000, total_loss = 220.675430
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 231.073914, iou_loss = 0.000000, total_loss = 231.073914
total_bbox = 7664, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.356186), count: 2, class_loss = 204.054352, iou_loss = 1.482681, total_loss = 205.537033
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 234.780228, iou_loss = 0.000000, total_loss = 234.780228
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 247.454361, iou_loss = 0.000000, total_loss = 247.454361
total_bbox = 7666, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;120/500200: loss=220.7 hours left=2088.6
120: 220.714401, 329.587128 avg loss, 0.000000 rate, 15.593266 seconds, 7680 images, 2088.587045 hours left
Resizing, random_coef = 1.40
736 x 736
try to allocate additional workspace_size = 156.01 MB
CUDA allocate done!
Loaded: 0.000041 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.177439), count: 2, class_loss = 181.289978, iou_loss = 2.267868, total_loss = 183.557846
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 188.122162, iou_loss = 0.000000, total_loss = 188.122162
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.289078, iou_loss = 0.000000, total_loss = 185.289078
total_bbox = 7668, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.374239), count: 2, class_loss = 186.084518, iou_loss = 1.219421, total_loss = 187.303940
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.798157, iou_loss = 0.000000, total_loss = 192.798157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 187.395218, iou_loss = 0.000000, total_loss = 187.395218
total_bbox = 7670, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.222107), count: 2, class_loss = 185.194534, iou_loss = 2.506134, total_loss = 187.700668
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.437119, iou_loss = 0.000000, total_loss = 186.437119
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 183.674255, iou_loss = 0.000000, total_loss = 183.674255
total_bbox = 7672, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.249527), count: 2, class_loss = 181.282608, iou_loss = 1.922302, total_loss = 183.204910
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.378281, iou_loss = 0.000000, total_loss = 179.378281
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 175.463684, iou_loss = 0.000000, total_loss = 175.463684
total_bbox = 7674, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.491821), count: 2, class_loss = 186.664032, iou_loss = 0.627029, total_loss = 187.291061
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 199.212280, iou_loss = 0.000000, total_loss = 199.212280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.842117, iou_loss = 0.000000, total_loss = 208.842117
total_bbox = 7676, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.572946), count: 2, class_loss = 184.034668, iou_loss = 1.283890, total_loss = 185.318558
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 190.717987, iou_loss = 0.000000, total_loss = 190.717987
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 188.381714, iou_loss = 0.000000, total_loss = 188.381714
total_bbox = 7678, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.287780), count: 2, class_loss = 186.655777, iou_loss = 1.914719, total_loss = 188.570496
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 200.381271, iou_loss = 0.000000, total_loss = 200.381271
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 219.132034, iou_loss = 0.000000, total_loss = 219.132034
total_bbox = 7680, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.754279), count: 2, class_loss = 185.875870, iou_loss = 0.402206, total_loss = 186.278076
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.734756, iou_loss = 0.000000, total_loss = 185.734756
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 186.171555, iou_loss = 0.000000, total_loss = 186.171555
total_bbox = 7682, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.485336), count: 2, class_loss = 186.934296, iou_loss = 0.666382, total_loss = 187.600677
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 195.692047, iou_loss = 0.000000, total_loss = 195.692047
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 190.046494, iou_loss = 0.000000, total_loss = 190.046494
total_bbox = 7684, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.385169), count: 2, class_loss = 181.925613, iou_loss = 1.026886, total_loss = 182.952499
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.838425, iou_loss = 0.000000, total_loss = 186.838425
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 181.178024, iou_loss = 0.000000, total_loss = 181.178024
total_bbox = 7686, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.413355), count: 2, class_loss = 184.118179, iou_loss = 0.900864, total_loss = 185.019043
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 182.642792, iou_loss = 0.000000, total_loss = 182.642792
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 182.610199, iou_loss = 0.000000, total_loss = 182.610199
total_bbox = 7688, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.480207), count: 2, class_loss = 188.231400, iou_loss = 1.030548, total_loss = 189.261948
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 191.808624, iou_loss = 0.000000, total_loss = 191.808624
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 188.756821, iou_loss = 0.000000, total_loss = 188.756821
total_bbox = 7690, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.454177), count: 2, class_loss = 182.523102, iou_loss = 1.243942, total_loss = 183.767044
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 196.051865, iou_loss = 0.000000, total_loss = 196.051865
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.572815, iou_loss = 0.000000, total_loss = 185.572815
total_bbox = 7692, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.264515), count: 2, class_loss = 184.676544, iou_loss = 1.776047, total_loss = 186.452591
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 183.859970, iou_loss = 0.000000, total_loss = 183.859970
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 181.381042, iou_loss = 0.000000, total_loss = 181.381042
total_bbox = 7694, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.396593), count: 2, class_loss = 188.131409, iou_loss = 1.444748, total_loss = 189.576157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 205.587891, iou_loss = 0.000000, total_loss = 205.587891
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.166885, iou_loss = 0.000000, total_loss = 208.166885
total_bbox = 7696, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.295541), count: 2, class_loss = 182.842682, iou_loss = 1.538208, total_loss = 184.380890
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.607590, iou_loss = 0.000000, total_loss = 185.607590
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 184.189697, iou_loss = 0.000000, total_loss = 184.189697
total_bbox = 7698, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.487162), count: 2, class_loss = 187.279541, iou_loss = 1.071259, total_loss = 188.350800
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 205.591019, iou_loss = 0.000000, total_loss = 205.591019
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 218.335312, iou_loss = 0.000000, total_loss = 218.335312
total_bbox = 7700, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.517730), count: 2, class_loss = 185.319366, iou_loss = 0.784958, total_loss = 186.104324
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 193.013718, iou_loss = 0.000000, total_loss = 193.013718
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 198.155212, iou_loss = 0.000000, total_loss = 198.155212
total_bbox = 7702, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.507629), count: 2, class_loss = 180.434158, iou_loss = 0.838898, total_loss = 181.273056
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.856964, iou_loss = 0.000000, total_loss = 186.856964
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 184.194717, iou_loss = 0.000000, total_loss = 184.194717
total_bbox = 7704, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.384732), count: 2, class_loss = 185.103958, iou_loss = 1.030197, total_loss = 186.134155
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 196.138657, iou_loss = 0.000000, total_loss = 196.138657
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 201.670609, iou_loss = 0.000000, total_loss = 201.670609
total_bbox = 7706, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.290820), count: 2, class_loss = 183.820297, iou_loss = 1.011490, total_loss = 184.831787
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.011993, iou_loss = 0.000000, total_loss = 181.011993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 173.373062, iou_loss = 0.000000, total_loss = 173.373062
total_bbox = 7708, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.347307), count: 2, class_loss = 185.404602, iou_loss = 1.107285, total_loss = 186.511887
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.117798, iou_loss = 0.000000, total_loss = 192.117798
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.930862, iou_loss = 0.000000, total_loss = 185.930862
total_bbox = 7710, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.404409), count: 2, class_loss = 189.010025, iou_loss = 1.681549, total_loss = 190.691574
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 191.867569, iou_loss = 0.000000, total_loss = 191.867569
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 186.832336, iou_loss = 0.000000, total_loss = 186.832336
total_bbox = 7712, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.237613), count: 2, class_loss = 183.451508, iou_loss = 2.547256, total_loss = 185.998764
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 185.592957, iou_loss = 0.000000, total_loss = 185.592957
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 184.460892, iou_loss = 0.000000, total_loss = 184.460892
total_bbox = 7714, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.348251), count: 2, class_loss = 191.855026, iou_loss = 1.585663, total_loss = 193.440689
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 216.308395, iou_loss = 0.000000, total_loss = 216.308395
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 238.024109, iou_loss = 0.000000, total_loss = 238.024109
total_bbox = 7716, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.185970), count: 2, class_loss = 185.328842, iou_loss = 2.794510, total_loss = 188.123352
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 184.556808, iou_loss = 0.000000, total_loss = 184.556808
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.467377, iou_loss = 0.000000, total_loss = 185.467377
total_bbox = 7718, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.369165), count: 2, class_loss = 186.284821, iou_loss = 1.032486, total_loss = 187.317307
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.580414, iou_loss = 0.000000, total_loss = 177.580414
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 172.211945, iou_loss = 0.000000, total_loss = 172.211945
total_bbox = 7720, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.602474), count: 2, class_loss = 182.400314, iou_loss = 0.491257, total_loss = 182.891571
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 182.271622, iou_loss = 0.000000, total_loss = 182.271622
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 177.749100, iou_loss = 0.000000, total_loss = 177.749100
total_bbox = 7722, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.278387), count: 2, class_loss = 182.343231, iou_loss = 1.779892, total_loss = 184.123123
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.953003, iou_loss = 0.000000, total_loss = 181.953003
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.499268, iou_loss = 0.000000, total_loss = 185.499268
total_bbox = 7724, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.434847), count: 2, class_loss = 184.384796, iou_loss = 1.126694, total_loss = 185.511490
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 188.359055, iou_loss = 0.000000, total_loss = 188.359055
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.184479, iou_loss = 0.000000, total_loss = 208.184479
total_bbox = 7726, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.368186), count: 2, class_loss = 180.935577, iou_loss = 1.000290, total_loss = 181.935867
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.182678, iou_loss = 0.000000, total_loss = 179.182678
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 172.687454, iou_loss = 0.000000, total_loss = 172.687454
total_bbox = 7728, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.471209), count: 2, class_loss = 185.093048, iou_loss = 1.922577, total_loss = 187.015625
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 182.985947, iou_loss = 0.000000, total_loss = 182.985947
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 178.363876, iou_loss = 0.000000, total_loss = 178.363876
total_bbox = 7730, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;121/500200: loss=188.8 hours left=2089.4
121: 188.772354, 315.505646 avg loss, 0.000000 rate, 14.998384 seconds, 7744 images, 2089.362055 hours left
Loaded: 0.000064 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.374109), count: 2, class_loss = 176.593430, iou_loss = 0.817169, total_loss = 177.410599
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 171.454697, iou_loss = 0.000000, total_loss = 171.454697
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 160.083923, iou_loss = 0.000000, total_loss = 160.083923
total_bbox = 7732, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.581596), count: 2, class_loss = 179.581955, iou_loss = 0.865250, total_loss = 180.447205
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.487244, iou_loss = 0.000000, total_loss = 181.487244
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.867554, iou_loss = 0.000000, total_loss = 185.867554
total_bbox = 7734, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.291442), count: 2, class_loss = 181.020523, iou_loss = 2.491852, total_loss = 183.512375
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 191.241653, iou_loss = 0.000000, total_loss = 191.241653
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 190.429657, iou_loss = 0.000000, total_loss = 190.429657
total_bbox = 7736, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.419316), count: 2, class_loss = 174.599991, iou_loss = 0.721619, total_loss = 175.321609
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.247345, iou_loss = 0.000000, total_loss = 181.247345
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 186.766830, iou_loss = 0.000000, total_loss = 186.766830
total_bbox = 7738, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.323067), count: 2, class_loss = 182.073639, iou_loss = 4.917267, total_loss = 186.990906
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 186.648514, iou_loss = 0.000000, total_loss = 186.648514
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 221.314255, iou_loss = 0.000000, total_loss = 221.314255
total_bbox = 7740, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.403080), count: 2, class_loss = 176.603577, iou_loss = 0.796356, total_loss = 177.399933
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 165.193344, iou_loss = 0.000000, total_loss = 165.193344
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 154.918747, iou_loss = 0.000000, total_loss = 154.918747
total_bbox = 7742, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.384148), count: 2, class_loss = 177.583572, iou_loss = 1.516830, total_loss = 179.100403
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 179.942886, iou_loss = 0.000000, total_loss = 179.942886
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 175.496262, iou_loss = 0.000000, total_loss = 175.496262
total_bbox = 7744, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.269912), count: 2, class_loss = 180.208420, iou_loss = 2.257828, total_loss = 182.466248
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 180.317139, iou_loss = 0.000000, total_loss = 180.317139
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 179.935364, iou_loss = 0.000000, total_loss = 179.935364
total_bbox = 7746, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.287456), count: 2, class_loss = 176.819214, iou_loss = 1.970764, total_loss = 178.789978
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.312317, iou_loss = 0.000000, total_loss = 169.312317
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 160.049347, iou_loss = 0.000000, total_loss = 160.049347
total_bbox = 7748, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.136639), count: 2, class_loss = 176.601746, iou_loss = 2.030136, total_loss = 178.631882
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 175.536179, iou_loss = 0.000000, total_loss = 175.536179
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 179.729675, iou_loss = 0.000000, total_loss = 179.729675
total_bbox = 7750, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.226969), count: 2, class_loss = 175.725861, iou_loss = 1.747986, total_loss = 177.473846
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.965164, iou_loss = 0.000000, total_loss = 170.965164
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 169.600952, iou_loss = 0.000000, total_loss = 169.600952
total_bbox = 7752, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.507261), count: 2, class_loss = 184.103500, iou_loss = 1.029007, total_loss = 185.132507
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 188.361725, iou_loss = 0.000000, total_loss = 188.361725
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 193.603241, iou_loss = 0.000000, total_loss = 193.603241
total_bbox = 7754, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.458423), count: 2, class_loss = 180.937027, iou_loss = 0.950668, total_loss = 181.887695
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 181.499420, iou_loss = 0.000000, total_loss = 181.499420
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 183.538910, iou_loss = 0.000000, total_loss = 183.538910
total_bbox = 7756, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.361752), count: 2, class_loss = 175.110413, iou_loss = 0.726562, total_loss = 175.836975
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 165.092300, iou_loss = 0.000000, total_loss = 165.092300
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 158.048538, iou_loss = 0.000000, total_loss = 158.048538
total_bbox = 7758, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.479866), count: 2, class_loss = 176.326340, iou_loss = 0.371414, total_loss = 176.697754
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 165.268311, iou_loss = 0.000000, total_loss = 165.268311
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 158.705307, iou_loss = 0.000000, total_loss = 158.705307
total_bbox = 7760, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.504659), count: 2, class_loss = 179.254898, iou_loss = 0.968597, total_loss = 180.223495
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 174.986435, iou_loss = 0.000000, total_loss = 174.986435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 168.115967, iou_loss = 0.000000, total_loss = 168.115967
total_bbox = 7762, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.265582), count: 2, class_loss = 179.345078, iou_loss = 1.484711, total_loss = 180.829788
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.469711, iou_loss = 0.000000, total_loss = 176.469711
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 181.232452, iou_loss = 0.000000, total_loss = 181.232452
total_bbox = 7764, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.527166), count: 2, class_loss = 175.697067, iou_loss = 1.144394, total_loss = 176.841461
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.892899, iou_loss = 0.000000, total_loss = 168.892899
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 166.854645, iou_loss = 0.000000, total_loss = 166.854645
total_bbox = 7766, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.262803), count: 2, class_loss = 177.902954, iou_loss = 1.694763, total_loss = 179.597717
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.351730, iou_loss = 0.000000, total_loss = 170.351730
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 166.318909, iou_loss = 0.000000, total_loss = 166.318909
total_bbox = 7768, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.511826), count: 2, class_loss = 177.440567, iou_loss = 0.901443, total_loss = 178.342010
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.637131, iou_loss = 0.000000, total_loss = 177.637131
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 175.690781, iou_loss = 0.000000, total_loss = 175.690781
total_bbox = 7770, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.291237), count: 2, class_loss = 175.538971, iou_loss = 1.341125, total_loss = 176.880096
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 173.237274, iou_loss = 0.000000, total_loss = 173.237274
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 178.861145, iou_loss = 0.000000, total_loss = 178.861145
total_bbox = 7772, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.564598), count: 2, class_loss = 184.218292, iou_loss = 1.194244, total_loss = 185.412537
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 178.362747, iou_loss = 0.000000, total_loss = 178.362747
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 173.475372, iou_loss = 0.000000, total_loss = 173.475372
total_bbox = 7774, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.449834), count: 2, class_loss = 178.057404, iou_loss = 1.475067, total_loss = 179.532471
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.861435, iou_loss = 0.000000, total_loss = 176.861435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 174.909653, iou_loss = 0.000000, total_loss = 174.909653
total_bbox = 7776, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.381095), count: 2, class_loss = 179.778931, iou_loss = 1.483887, total_loss = 181.262817
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 176.168091, iou_loss = 0.000000, total_loss = 176.168091
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 169.814392, iou_loss = 0.000000, total_loss = 169.814392
total_bbox = 7778, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.235766), count: 2, class_loss = 177.757050, iou_loss = 1.182846, total_loss = 178.939896
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 174.810532, iou_loss = 0.000000, total_loss = 174.810532
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 172.654587, iou_loss = 0.000000, total_loss = 172.654587
total_bbox = 7780, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.642351), count: 2, class_loss = 179.682205, iou_loss = 0.787964, total_loss = 180.470169
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.324707, iou_loss = 0.000000, total_loss = 177.324707
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 167.674240, iou_loss = 0.000000, total_loss = 167.674240
total_bbox = 7782, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.406830), count: 2, class_loss = 174.974335, iou_loss = 1.119370, total_loss = 176.093704
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 167.135773, iou_loss = 0.000000, total_loss = 167.135773
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 175.816330, iou_loss = 0.000000, total_loss = 175.816330
total_bbox = 7784, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.341342), count: 2, class_loss = 175.104843, iou_loss = 1.300842, total_loss = 176.405685
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.545547, iou_loss = 0.000000, total_loss = 172.545547
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 171.667816, iou_loss = 0.000000, total_loss = 171.667816
total_bbox = 7786, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.509895), count: 2, class_loss = 184.345612, iou_loss = 1.204422, total_loss = 185.550034
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 192.614487, iou_loss = 0.000000, total_loss = 192.614487
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 208.281357, iou_loss = 0.000000, total_loss = 208.281357
total_bbox = 7788, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.339656), count: 2, class_loss = 177.043076, iou_loss = 1.120117, total_loss = 178.163193
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 167.621048, iou_loss = 0.000000, total_loss = 167.621048
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 161.872208, iou_loss = 0.000000, total_loss = 161.872208
total_bbox = 7790, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.585024), count: 2, class_loss = 180.071762, iou_loss = 0.676086, total_loss = 180.747849
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 178.437439, iou_loss = 0.000000, total_loss = 178.437439
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 171.470764, iou_loss = 0.000000, total_loss = 171.470764
total_bbox = 7792, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.248435), count: 2, class_loss = 178.582169, iou_loss = 2.141068, total_loss = 180.723236
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.659134, iou_loss = 0.000000, total_loss = 169.659134
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 167.521057, iou_loss = 0.000000, total_loss = 167.521057
total_bbox = 7794, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;122/500200: loss=177.0 hours left=2089.3
122: 176.980392, 301.653107 avg loss, 0.000000 rate, 14.710380 seconds, 7808 images, 2089.302895 hours left
Loaded: 0.000048 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.588054), count: 2, class_loss = 170.082901, iou_loss = 0.392578, total_loss = 170.475479
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.390350, iou_loss = 0.000000, total_loss = 161.390350
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 149.352905, iou_loss = 0.000000, total_loss = 149.352905
total_bbox = 7796, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.539998), count: 2, class_loss = 172.900864, iou_loss = 0.624603, total_loss = 173.525467
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.300598, iou_loss = 0.000000, total_loss = 169.300598
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.518555, iou_loss = 0.000000, total_loss = 185.518555
total_bbox = 7798, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.279365), count: 2, class_loss = 171.371841, iou_loss = 3.361160, total_loss = 174.733002
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.100739, iou_loss = 0.000000, total_loss = 170.100739
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 173.318542, iou_loss = 0.000000, total_loss = 173.318542
total_bbox = 7800, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.597925), count: 2, class_loss = 167.867737, iou_loss = 0.455551, total_loss = 168.323288
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.294220, iou_loss = 0.000000, total_loss = 157.294220
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 146.292953, iou_loss = 0.000000, total_loss = 146.292953
total_bbox = 7802, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.301780), count: 2, class_loss = 168.219299, iou_loss = 1.708008, total_loss = 169.927307
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.406738, iou_loss = 0.000000, total_loss = 153.406738
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 142.626633, iou_loss = 0.000000, total_loss = 142.626633
total_bbox = 7804, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.333582), count: 2, class_loss = 171.851105, iou_loss = 1.387665, total_loss = 173.238770
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.806152, iou_loss = 0.000000, total_loss = 161.806152
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 146.286987, iou_loss = 0.000000, total_loss = 146.286987
total_bbox = 7806, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.273879), count: 2, class_loss = 171.898987, iou_loss = 1.776993, total_loss = 173.675980
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 162.559998, iou_loss = 0.000000, total_loss = 162.559998
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 155.198242, iou_loss = 0.000000, total_loss = 155.198242
total_bbox = 7808, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.385256), count: 2, class_loss = 171.662582, iou_loss = 1.210159, total_loss = 172.872742
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 163.269333, iou_loss = 0.000000, total_loss = 163.269333
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 153.193634, iou_loss = 0.000000, total_loss = 153.193634
total_bbox = 7810, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.404941), count: 2, class_loss = 170.714203, iou_loss = 1.052475, total_loss = 171.766678
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.943802, iou_loss = 0.000000, total_loss = 153.943802
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 151.449463, iou_loss = 0.000000, total_loss = 151.449463
total_bbox = 7812, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.268313), count: 2, class_loss = 172.384689, iou_loss = 2.353806, total_loss = 174.738495
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 162.046112, iou_loss = 0.000000, total_loss = 162.046112
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 158.907593, iou_loss = 0.000000, total_loss = 158.907593
total_bbox = 7814, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.232611), count: 2, class_loss = 169.865402, iou_loss = 2.482452, total_loss = 172.347855
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.345993, iou_loss = 0.000000, total_loss = 155.345993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 146.677597, iou_loss = 0.000000, total_loss = 146.677597
total_bbox = 7816, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.213917), count: 2, class_loss = 170.169632, iou_loss = 1.407822, total_loss = 171.577454
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.428360, iou_loss = 0.000000, total_loss = 153.428360
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 145.212509, iou_loss = 0.000000, total_loss = 145.212509
total_bbox = 7818, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.439105), count: 2, class_loss = 168.056763, iou_loss = 0.920914, total_loss = 168.977676
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 151.301819, iou_loss = 0.000000, total_loss = 151.301819
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 141.384598, iou_loss = 0.000000, total_loss = 141.384598
total_bbox = 7820, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.391365), count: 2, class_loss = 170.897446, iou_loss = 1.580933, total_loss = 172.478378
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 172.077103, iou_loss = 0.000000, total_loss = 172.077103
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 163.860519, iou_loss = 0.000000, total_loss = 163.860519
total_bbox = 7822, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.396146), count: 2, class_loss = 169.578568, iou_loss = 0.872086, total_loss = 170.450653
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 150.944153, iou_loss = 0.000000, total_loss = 150.944153
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 144.248688, iou_loss = 0.000000, total_loss = 144.248688
total_bbox = 7824, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.296284), count: 2, class_loss = 170.703903, iou_loss = 1.496964, total_loss = 172.200867
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 167.847885, iou_loss = 0.000000, total_loss = 167.847885
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 164.044540, iou_loss = 0.000000, total_loss = 164.044540
total_bbox = 7826, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.382678), count: 2, class_loss = 171.013901, iou_loss = 2.146408, total_loss = 173.160309
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 168.247879, iou_loss = 0.000000, total_loss = 168.247879
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 164.866608, iou_loss = 0.000000, total_loss = 164.866608
total_bbox = 7828, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.373866), count: 2, class_loss = 169.372696, iou_loss = 0.876144, total_loss = 170.248840
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 164.296570, iou_loss = 0.000000, total_loss = 164.296570
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 162.588577, iou_loss = 0.000000, total_loss = 162.588577
total_bbox = 7830, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.494971), count: 2, class_loss = 167.252655, iou_loss = 0.752106, total_loss = 168.004761
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 162.893143, iou_loss = 0.000000, total_loss = 162.893143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 154.486755, iou_loss = 0.000000, total_loss = 154.486755
total_bbox = 7832, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.576237), count: 2, class_loss = 172.855301, iou_loss = 0.435806, total_loss = 173.291107
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 163.663971, iou_loss = 0.000000, total_loss = 163.663971
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 162.745392, iou_loss = 0.000000, total_loss = 162.745392
total_bbox = 7834, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.408066), count: 2, class_loss = 172.715027, iou_loss = 1.084534, total_loss = 173.799561
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 163.886078, iou_loss = 0.000000, total_loss = 163.886078
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 153.786240, iou_loss = 0.000000, total_loss = 153.786240
total_bbox = 7836, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424027), count: 2, class_loss = 166.723099, iou_loss = 1.331985, total_loss = 168.055084
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 154.864594, iou_loss = 0.000000, total_loss = 154.864594
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 152.615570, iou_loss = 0.000000, total_loss = 152.615570
total_bbox = 7838, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.269753), count: 2, class_loss = 172.086197, iou_loss = 1.582886, total_loss = 173.669083
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 164.314896, iou_loss = 0.000000, total_loss = 164.314896
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 164.118347, iou_loss = 0.000000, total_loss = 164.118347
total_bbox = 7840, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.331393), count: 2, class_loss = 169.155289, iou_loss = 0.790161, total_loss = 169.945450
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 161.737259, iou_loss = 0.000000, total_loss = 161.737259
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 159.616531, iou_loss = 0.000000, total_loss = 159.616531
total_bbox = 7842, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.369983), count: 2, class_loss = 173.292023, iou_loss = 1.412491, total_loss = 174.704514
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 167.318375, iou_loss = 0.000000, total_loss = 167.318375
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 155.259506, iou_loss = 0.000000, total_loss = 155.259506
total_bbox = 7844, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.445671), count: 2, class_loss = 172.284729, iou_loss = 1.242126, total_loss = 173.526855
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 174.972977, iou_loss = 0.000000, total_loss = 174.972977
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 178.133896, iou_loss = 0.000000, total_loss = 178.133896
total_bbox = 7846, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.352058), count: 2, class_loss = 174.897522, iou_loss = 2.244339, total_loss = 177.141861
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 170.702499, iou_loss = 0.000000, total_loss = 170.702499
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 170.764603, iou_loss = 0.000000, total_loss = 170.764603
total_bbox = 7848, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.480512), count: 2, class_loss = 172.392868, iou_loss = 1.099014, total_loss = 173.491882
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 177.004059, iou_loss = 0.000000, total_loss = 177.004059
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 170.338394, iou_loss = 0.000000, total_loss = 170.338394
total_bbox = 7850, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.410128), count: 2, class_loss = 168.397339, iou_loss = 0.782501, total_loss = 169.179840
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 160.163208, iou_loss = 0.000000, total_loss = 160.163208
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 148.388367, iou_loss = 0.000000, total_loss = 148.388367
total_bbox = 7852, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.537286), count: 2, class_loss = 172.474655, iou_loss = 0.837296, total_loss = 173.311951
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 169.682281, iou_loss = 0.000000, total_loss = 169.682281
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 173.368484, iou_loss = 0.000000, total_loss = 173.368484
total_bbox = 7854, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.400440), count: 2, class_loss = 167.889999, iou_loss = 1.663010, total_loss = 169.553009
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.874023, iou_loss = 0.000000, total_loss = 157.874023
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 145.419052, iou_loss = 0.000000, total_loss = 145.419052
total_bbox = 7856, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.504230), count: 2, class_loss = 171.197174, iou_loss = 1.019928, total_loss = 172.217102
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 159.863174, iou_loss = 0.000000, total_loss = 159.863174
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 153.834686, iou_loss = 0.000000, total_loss = 153.834686
total_bbox = 7858, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;123/500200: loss=164.1 hours left=2088.8
123: 164.063171, 287.894104 avg loss, 0.000000 rate, 14.714960 seconds, 7872 images, 2088.844241 hours left
Loaded: 0.000054 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.337545), count: 2, class_loss = 160.575882, iou_loss = 1.475891, total_loss = 162.051773
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 141.995651, iou_loss = 0.000000, total_loss = 141.995651
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 133.031036, iou_loss = 0.000000, total_loss = 133.031036
total_bbox = 7860, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.452553), count: 2, class_loss = 165.499268, iou_loss = 0.974792, total_loss = 166.474060
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 151.055649, iou_loss = 0.000000, total_loss = 151.055649
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 139.782822, iou_loss = 0.000000, total_loss = 139.782822
total_bbox = 7862, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.313880), count: 2, class_loss = 162.058640, iou_loss = 1.665390, total_loss = 163.724030
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 146.439255, iou_loss = 0.000000, total_loss = 146.439255
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 137.031174, iou_loss = 0.000000, total_loss = 137.031174
total_bbox = 7864, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.253843), count: 2, class_loss = 164.012527, iou_loss = 1.843872, total_loss = 165.856400
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 148.017883, iou_loss = 0.000000, total_loss = 148.017883
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 139.941788, iou_loss = 0.000000, total_loss = 139.941788
total_bbox = 7866, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.421371), count: 2, class_loss = 161.087601, iou_loss = 0.769608, total_loss = 161.857208
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 137.330551, iou_loss = 0.000000, total_loss = 137.330551
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 128.335938, iou_loss = 0.000000, total_loss = 128.335938
total_bbox = 7868, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.681374), count: 2, class_loss = 163.428925, iou_loss = 0.652145, total_loss = 164.081070
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.383698, iou_loss = 0.000000, total_loss = 152.383698
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 141.596741, iou_loss = 0.000000, total_loss = 141.596741
total_bbox = 7870, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.333790), count: 2, class_loss = 164.144516, iou_loss = 1.697601, total_loss = 165.842117
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 148.116486, iou_loss = 0.000000, total_loss = 148.116486
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 135.921143, iou_loss = 0.000000, total_loss = 135.921143
total_bbox = 7872, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.429888), count: 2, class_loss = 165.354248, iou_loss = 1.652695, total_loss = 167.006943
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 150.134430, iou_loss = 0.000000, total_loss = 150.134430
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 149.144745, iou_loss = 0.000000, total_loss = 149.144745
total_bbox = 7874, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.350996), count: 2, class_loss = 163.582443, iou_loss = 1.635620, total_loss = 165.218063
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 141.785324, iou_loss = 0.000000, total_loss = 141.785324
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 132.850830, iou_loss = 0.000000, total_loss = 132.850830
total_bbox = 7876, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.434882), count: 2, class_loss = 162.386398, iou_loss = 1.119781, total_loss = 163.506180
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 144.362396, iou_loss = 0.000000, total_loss = 144.362396
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 137.042740, iou_loss = 0.000000, total_loss = 137.042740
total_bbox = 7878, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.520212), count: 2, class_loss = 164.445557, iou_loss = 0.821884, total_loss = 165.267441
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.846069, iou_loss = 0.000000, total_loss = 149.846069
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 140.459412, iou_loss = 0.000000, total_loss = 140.459412
total_bbox = 7880, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.340266), count: 2, class_loss = 164.821518, iou_loss = 1.859482, total_loss = 166.681000
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 147.488693, iou_loss = 0.000000, total_loss = 147.488693
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 137.667908, iou_loss = 0.000000, total_loss = 137.667908
total_bbox = 7882, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.677094), count: 2, class_loss = 168.335251, iou_loss = 0.644150, total_loss = 168.979401
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 154.722366, iou_loss = 0.000000, total_loss = 154.722366
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 155.921799, iou_loss = 0.000000, total_loss = 155.921799
total_bbox = 7884, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.192240), count: 2, class_loss = 170.904144, iou_loss = 2.416931, total_loss = 173.321075
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 160.700150, iou_loss = 0.000000, total_loss = 160.700150
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 185.800934, iou_loss = 0.000000, total_loss = 185.800934
total_bbox = 7886, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.218889), count: 2, class_loss = 164.970642, iou_loss = 2.925537, total_loss = 167.896179
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.325623, iou_loss = 0.000000, total_loss = 155.325623
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 148.998947, iou_loss = 0.000000, total_loss = 148.998947
total_bbox = 7888, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.432622), count: 2, class_loss = 161.705872, iou_loss = 0.692703, total_loss = 162.398575
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 143.947006, iou_loss = 0.000000, total_loss = 143.947006
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 134.413376, iou_loss = 0.000000, total_loss = 134.413376
total_bbox = 7890, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.540216), count: 2, class_loss = 170.637802, iou_loss = 0.550934, total_loss = 171.188736
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 157.111008, iou_loss = 0.000000, total_loss = 157.111008
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 151.678131, iou_loss = 0.000000, total_loss = 151.678131
total_bbox = 7892, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.223899), count: 2, class_loss = 160.468842, iou_loss = 2.166718, total_loss = 162.635559
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 138.867294, iou_loss = 0.000000, total_loss = 138.867294
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 127.914291, iou_loss = 0.000000, total_loss = 127.914291
total_bbox = 7894, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.234595), count: 2, class_loss = 161.336349, iou_loss = 1.899872, total_loss = 163.236221
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 147.803345, iou_loss = 0.000000, total_loss = 147.803345
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 144.400803, iou_loss = 0.000000, total_loss = 144.400803
total_bbox = 7896, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.577249), count: 2, class_loss = 165.346893, iou_loss = 0.462296, total_loss = 165.809189
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 153.449249, iou_loss = 0.000000, total_loss = 153.449249
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 141.149338, iou_loss = 0.000000, total_loss = 141.149338
total_bbox = 7898, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.304870), count: 2, class_loss = 166.156052, iou_loss = 3.124054, total_loss = 169.280106
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 151.057938, iou_loss = 0.000000, total_loss = 151.057938
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 141.702911, iou_loss = 0.000000, total_loss = 141.702911
total_bbox = 7900, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.258253), count: 2, class_loss = 161.940536, iou_loss = 1.704666, total_loss = 163.645203
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 144.711029, iou_loss = 0.000000, total_loss = 144.711029
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 135.188263, iou_loss = 0.000000, total_loss = 135.188263
total_bbox = 7902, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.356699), count: 2, class_loss = 162.613541, iou_loss = 1.862213, total_loss = 164.475754
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 144.611343, iou_loss = 0.000000, total_loss = 144.611343
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 136.318970, iou_loss = 0.000000, total_loss = 136.318970
total_bbox = 7904, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.625279), count: 2, class_loss = 165.395111, iou_loss = 0.267120, total_loss = 165.662231
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 139.397720, iou_loss = 0.000000, total_loss = 139.397720
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 130.873993, iou_loss = 0.000000, total_loss = 130.873993
total_bbox = 7906, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.135357), count: 2, class_loss = 164.507538, iou_loss = 7.099274, total_loss = 171.606812
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 149.064804, iou_loss = 0.000000, total_loss = 149.064804
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 138.493454, iou_loss = 0.000000, total_loss = 138.493454
total_bbox = 7908, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.247259), count: 2, class_loss = 161.435760, iou_loss = 1.256088, total_loss = 162.691849
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 142.055664, iou_loss = 0.000000, total_loss = 142.055664
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 132.450882, iou_loss = 0.000000, total_loss = 132.450882
total_bbox = 7910, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.330127), count: 2, class_loss = 163.909149, iou_loss = 1.481598, total_loss = 165.390747
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 143.294281, iou_loss = 0.000000, total_loss = 143.294281
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 132.779404, iou_loss = 0.000000, total_loss = 132.779404
total_bbox = 7912, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.556713), count: 2, class_loss = 165.620956, iou_loss = 0.551849, total_loss = 166.172806
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 148.666870, iou_loss = 0.000000, total_loss = 148.666870
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 143.650940, iou_loss = 0.000000, total_loss = 143.650940
total_bbox = 7914, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.620297), count: 2, class_loss = 159.089767, iou_loss = 0.618683, total_loss = 159.708450
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 141.362564, iou_loss = 0.000000, total_loss = 141.362564
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 134.372818, iou_loss = 0.000000, total_loss = 134.372818
total_bbox = 7916, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.258548), count: 2, class_loss = 162.379318, iou_loss = 1.520462, total_loss = 163.899780
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 139.009933, iou_loss = 0.000000, total_loss = 139.009933
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 131.510193, iou_loss = 0.000000, total_loss = 131.510193
total_bbox = 7918, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.308702), count: 2, class_loss = 166.920883, iou_loss = 1.695480, total_loss = 168.616364
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 175.172562, iou_loss = 0.000000, total_loss = 175.172562
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 178.044479, iou_loss = 0.000000, total_loss = 178.044479
total_bbox = 7920, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.508390), count: 2, class_loss = 162.964493, iou_loss = 0.661865, total_loss = 163.626358
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.754349, iou_loss = 0.000000, total_loss = 152.754349
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 141.123291, iou_loss = 0.000000, total_loss = 141.123291
total_bbox = 7922, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;124/500200: loss=151.7 hours left=2088.4
124: 151.660858, 274.270782 avg loss, 0.000000 rate, 14.707770 seconds, 7936 images, 2088.396470 hours left
Loaded: 0.000047 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.248221), count: 2, class_loss = 156.945007, iou_loss = 1.545135, total_loss = 158.490143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 129.212112, iou_loss = 0.000000, total_loss = 129.212112
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 119.782570, iou_loss = 0.000000, total_loss = 119.782570
total_bbox = 7924, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.365171), count: 2, class_loss = 158.839142, iou_loss = 1.663742, total_loss = 160.502884
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 129.970810, iou_loss = 0.000000, total_loss = 129.970810
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 119.398148, iou_loss = 0.000000, total_loss = 119.398148
total_bbox = 7926, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.245873), count: 2, class_loss = 158.040817, iou_loss = 2.218567, total_loss = 160.259384
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 135.939255, iou_loss = 0.000000, total_loss = 135.939255
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 124.782684, iou_loss = 0.000000, total_loss = 124.782684
total_bbox = 7928, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.332189), count: 2, class_loss = 161.856735, iou_loss = 1.772247, total_loss = 163.628983
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 152.988373, iou_loss = 0.000000, total_loss = 152.988373
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 155.853424, iou_loss = 0.000000, total_loss = 155.853424
total_bbox = 7930, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.152617), count: 2, class_loss = 155.995575, iou_loss = 2.661240, total_loss = 158.656815
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 127.001022, iou_loss = 0.000000, total_loss = 127.001022
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 119.279930, iou_loss = 0.000000, total_loss = 119.279930
total_bbox = 7932, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.366459), count: 2, class_loss = 159.287827, iou_loss = 1.968567, total_loss = 161.256393
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 139.582428, iou_loss = 0.000000, total_loss = 139.582428
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 128.392609, iou_loss = 0.000000, total_loss = 128.392609
total_bbox = 7934, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.554115), count: 2, class_loss = 160.822449, iou_loss = 0.409805, total_loss = 161.232254
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 140.044388, iou_loss = 0.000000, total_loss = 140.044388
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 126.274651, iou_loss = 0.000000, total_loss = 126.274651
total_bbox = 7936, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.534253), count: 2, class_loss = 153.975662, iou_loss = 0.734299, total_loss = 154.709961
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 129.533981, iou_loss = 0.000000, total_loss = 129.533981
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 115.438179, iou_loss = 0.000000, total_loss = 115.438179
total_bbox = 7938, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.329413), count: 2, class_loss = 159.186539, iou_loss = 1.456009, total_loss = 160.642548
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 135.987289, iou_loss = 0.000000, total_loss = 135.987289
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 125.909996, iou_loss = 0.000000, total_loss = 125.909996
total_bbox = 7940, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.471920), count: 2, class_loss = 161.537354, iou_loss = 0.849152, total_loss = 162.386505
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 132.435165, iou_loss = 0.000000, total_loss = 132.435165
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 123.549507, iou_loss = 0.000000, total_loss = 123.549507
total_bbox = 7942, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.499012), count: 2, class_loss = 161.374008, iou_loss = 0.538040, total_loss = 161.912048
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 140.064850, iou_loss = 0.000000, total_loss = 140.064850
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 137.342651, iou_loss = 0.000000, total_loss = 137.342651
total_bbox = 7944, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.253832), count: 2, class_loss = 156.402740, iou_loss = 1.512253, total_loss = 157.914993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 137.539322, iou_loss = 0.000000, total_loss = 137.539322
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 142.599838, iou_loss = 0.000000, total_loss = 142.599838
total_bbox = 7946, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.400553), count: 2, class_loss = 159.762512, iou_loss = 1.047836, total_loss = 160.810349
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 135.318207, iou_loss = 0.000000, total_loss = 135.318207
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 123.048561, iou_loss = 0.000000, total_loss = 123.048561
total_bbox = 7948, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.271921), count: 2, class_loss = 161.919571, iou_loss = 3.239731, total_loss = 165.159302
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 137.142380, iou_loss = 0.000000, total_loss = 137.142380
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 124.143570, iou_loss = 0.000000, total_loss = 124.143570
total_bbox = 7950, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.495147), count: 2, class_loss = 153.343475, iou_loss = 0.639786, total_loss = 153.983261
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 128.743912, iou_loss = 0.000000, total_loss = 128.743912
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 117.267258, iou_loss = 0.000000, total_loss = 117.267258
total_bbox = 7952, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.371823), count: 2, class_loss = 161.212555, iou_loss = 1.060059, total_loss = 162.272614
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 134.255936, iou_loss = 0.000000, total_loss = 134.255936
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 123.116203, iou_loss = 0.000000, total_loss = 123.116203
total_bbox = 7954, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.214190), count: 2, class_loss = 158.319412, iou_loss = 2.647507, total_loss = 160.966919
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 132.913269, iou_loss = 0.000000, total_loss = 132.913269
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 124.899292, iou_loss = 0.000000, total_loss = 124.899292
total_bbox = 7956, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.401067), count: 2, class_loss = 159.615433, iou_loss = 1.669327, total_loss = 161.284760
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 136.034592, iou_loss = 0.000000, total_loss = 136.034592
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 130.585312, iou_loss = 0.000000, total_loss = 130.585312
total_bbox = 7958, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.158954), count: 2, class_loss = 161.705078, iou_loss = 6.047348, total_loss = 167.752426
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 133.187500, iou_loss = 0.000000, total_loss = 133.187500
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 125.007538, iou_loss = 0.000000, total_loss = 125.007538
total_bbox = 7960, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.513103), count: 2, class_loss = 164.744888, iou_loss = 1.414291, total_loss = 166.159180
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 145.485123, iou_loss = 0.000000, total_loss = 145.485123
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 134.710480, iou_loss = 0.000000, total_loss = 134.710480
total_bbox = 7962, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.487908), count: 2, class_loss = 161.907486, iou_loss = 0.600510, total_loss = 162.507996
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 155.324890, iou_loss = 0.000000, total_loss = 155.324890
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 164.533081, iou_loss = 0.000000, total_loss = 164.533081
total_bbox = 7964, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.273314), count: 2, class_loss = 159.786423, iou_loss = 2.407166, total_loss = 162.193588
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 137.914001, iou_loss = 0.000000, total_loss = 137.914001
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 129.194824, iou_loss = 0.000000, total_loss = 129.194824
total_bbox = 7966, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.716517), count: 2, class_loss = 157.580582, iou_loss = 0.604660, total_loss = 158.185242
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 135.173935, iou_loss = 0.000000, total_loss = 135.173935
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 129.115463, iou_loss = 0.000000, total_loss = 129.115463
total_bbox = 7968, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.425445), count: 2, class_loss = 156.507034, iou_loss = 1.088821, total_loss = 157.595856
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 139.208069, iou_loss = 0.000000, total_loss = 139.208069
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 128.644089, iou_loss = 0.000000, total_loss = 128.644089
total_bbox = 7970, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.214625), count: 2, class_loss = 157.479355, iou_loss = 2.032837, total_loss = 159.512192
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 128.574341, iou_loss = 0.000000, total_loss = 128.574341
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 114.913620, iou_loss = 0.000000, total_loss = 114.913620
total_bbox = 7972, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.311097), count: 2, class_loss = 156.957138, iou_loss = 2.168213, total_loss = 159.125351
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 134.645294, iou_loss = 0.000000, total_loss = 134.645294
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 120.794159, iou_loss = 0.000000, total_loss = 120.794159
total_bbox = 7974, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.577856), count: 2, class_loss = 155.184326, iou_loss = 0.515579, total_loss = 155.699905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 128.878662, iou_loss = 0.000000, total_loss = 128.878662
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 118.034416, iou_loss = 0.000000, total_loss = 118.034416
total_bbox = 7976, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.385275), count: 2, class_loss = 165.878067, iou_loss = 1.481903, total_loss = 167.359970
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 146.135834, iou_loss = 0.000000, total_loss = 146.135834
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 136.772369, iou_loss = 0.000000, total_loss = 136.772369
total_bbox = 7978, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.349941), count: 2, class_loss = 158.239624, iou_loss = 2.285339, total_loss = 160.524963
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 142.384460, iou_loss = 0.000000, total_loss = 142.384460
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 129.548294, iou_loss = 0.000000, total_loss = 129.548294
total_bbox = 7980, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.367148), count: 2, class_loss = 158.396835, iou_loss = 1.968567, total_loss = 160.365402
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 137.133286, iou_loss = 0.000000, total_loss = 137.133286
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 129.590057, iou_loss = 0.000000, total_loss = 129.590057
total_bbox = 7982, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.566395), count: 2, class_loss = 158.921829, iou_loss = 0.513855, total_loss = 159.435684
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 132.555420, iou_loss = 0.000000, total_loss = 132.555420
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 133.580658, iou_loss = 0.000000, total_loss = 133.580658
total_bbox = 7984, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.422720), count: 2, class_loss = 154.876892, iou_loss = 0.711029, total_loss = 155.587921
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 130.703827, iou_loss = 0.000000, total_loss = 130.703827
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 120.387077, iou_loss = 0.000000, total_loss = 120.387077
total_bbox = 7986, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;125/500200: loss=141.6 hours left=2087.9
125: 141.631027, 261.006805 avg loss, 0.000000 rate, 14.717331 seconds, 8000 images, 2087.943167 hours left
Loaded: 0.000062 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.462693), count: 2, class_loss = 151.052017, iou_loss = 0.673264, total_loss = 151.725281
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 117.537781, iou_loss = 0.000000, total_loss = 117.537781
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.656853, iou_loss = 0.000000, total_loss = 106.656853
total_bbox = 7988, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.196291), count: 2, class_loss = 153.685242, iou_loss = 6.120544, total_loss = 159.805786
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 130.737167, iou_loss = 0.000000, total_loss = 130.737167
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 140.403381, iou_loss = 0.000000, total_loss = 140.403381
total_bbox = 7990, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.373221), count: 2, class_loss = 150.434525, iou_loss = 2.139160, total_loss = 152.573685
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 119.591873, iou_loss = 0.000000, total_loss = 119.591873
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.318443, iou_loss = 0.000000, total_loss = 106.318443
total_bbox = 7992, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.124693), count: 2, class_loss = 152.169434, iou_loss = 5.763260, total_loss = 157.932693
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 125.377975, iou_loss = 0.000000, total_loss = 125.377975
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 121.633995, iou_loss = 0.000000, total_loss = 121.633995
total_bbox = 7994, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.099195), count: 2, class_loss = 153.596863, iou_loss = 4.579788, total_loss = 158.176651
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 128.905441, iou_loss = 0.000000, total_loss = 128.905441
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 125.080559, iou_loss = 0.000000, total_loss = 125.080559
total_bbox = 7996, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.781371), count: 2, class_loss = 152.957779, iou_loss = 0.200333, total_loss = 153.158112
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 128.804703, iou_loss = 0.000000, total_loss = 128.804703
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 116.762108, iou_loss = 0.000000, total_loss = 116.762108
total_bbox = 7998, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.407767), count: 2, class_loss = 149.725281, iou_loss = 0.803848, total_loss = 150.529129
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 120.186737, iou_loss = 0.000000, total_loss = 120.186737
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 108.144585, iou_loss = 0.000000, total_loss = 108.144585
total_bbox = 8000, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.617217), count: 2, class_loss = 150.876785, iou_loss = 0.477661, total_loss = 151.354446
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 123.367981, iou_loss = 0.000000, total_loss = 123.367981
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 110.604034, iou_loss = 0.000000, total_loss = 110.604034
total_bbox = 8002, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.445582), count: 2, class_loss = 151.453049, iou_loss = 1.068161, total_loss = 152.521210
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 120.504517, iou_loss = 0.000000, total_loss = 120.504517
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 118.985733, iou_loss = 0.000000, total_loss = 118.985733
total_bbox = 8004, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.204293), count: 2, class_loss = 152.910751, iou_loss = 2.713135, total_loss = 155.623886
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 126.877213, iou_loss = 0.000000, total_loss = 126.877213
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 117.137764, iou_loss = 0.000000, total_loss = 117.137764
total_bbox = 8006, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.503729), count: 2, class_loss = 150.478668, iou_loss = 0.454315, total_loss = 150.932983
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 122.219208, iou_loss = 0.000000, total_loss = 122.219208
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 115.173706, iou_loss = 0.000000, total_loss = 115.173706
total_bbox = 8007, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.333658), count: 2, class_loss = 149.600143, iou_loss = 1.598007, total_loss = 151.198151
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 117.387054, iou_loss = 0.000000, total_loss = 117.387054
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.423546, iou_loss = 0.000000, total_loss = 106.423546
total_bbox = 8009, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.452213), count: 2, class_loss = 150.681931, iou_loss = 0.808334, total_loss = 151.490265
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 115.950562, iou_loss = 0.000000, total_loss = 115.950562
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 101.487846, iou_loss = 0.000000, total_loss = 101.487846
total_bbox = 8011, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.432367), count: 2, class_loss = 153.076401, iou_loss = 0.491592, total_loss = 153.567993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 130.576157, iou_loss = 0.000000, total_loss = 130.576157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 118.785049, iou_loss = 0.000000, total_loss = 118.785049
total_bbox = 8013, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.376391), count: 2, class_loss = 151.562744, iou_loss = 1.787216, total_loss = 153.349960
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 125.274254, iou_loss = 0.000000, total_loss = 125.274254
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 112.306290, iou_loss = 0.000000, total_loss = 112.306290
total_bbox = 8015, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.330459), count: 2, class_loss = 151.563751, iou_loss = 1.127640, total_loss = 152.691391
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 121.065781, iou_loss = 0.000000, total_loss = 121.065781
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 112.759445, iou_loss = 0.000000, total_loss = 112.759445
total_bbox = 8017, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.445077), count: 2, class_loss = 155.996109, iou_loss = 1.018829, total_loss = 157.014938
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 130.574890, iou_loss = 0.000000, total_loss = 130.574890
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 120.236168, iou_loss = 0.000000, total_loss = 120.236168
total_bbox = 8019, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.265163), count: 2, class_loss = 153.938553, iou_loss = 3.018082, total_loss = 156.956635
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 123.917915, iou_loss = 0.000000, total_loss = 123.917915
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 115.813156, iou_loss = 0.000000, total_loss = 115.813156
total_bbox = 8021, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.425140), count: 2, class_loss = 149.176239, iou_loss = 1.027939, total_loss = 150.204178
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 120.616142, iou_loss = 0.000000, total_loss = 120.616142
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 110.001579, iou_loss = 0.000000, total_loss = 110.001579
total_bbox = 8023, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.377581), count: 2, class_loss = 156.341629, iou_loss = 10.176468, total_loss = 166.518097
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 134.115295, iou_loss = 0.000000, total_loss = 134.115295
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 123.824989, iou_loss = 0.000000, total_loss = 123.824989
total_bbox = 8025, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.416471), count: 2, class_loss = 155.661179, iou_loss = 2.467880, total_loss = 158.129059
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 144.376556, iou_loss = 0.000000, total_loss = 144.376556
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 138.341507, iou_loss = 0.000000, total_loss = 138.341507
total_bbox = 8027, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.269679), count: 2, class_loss = 153.509766, iou_loss = 3.062943, total_loss = 156.572708
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 132.202271, iou_loss = 0.000000, total_loss = 132.202271
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 125.260330, iou_loss = 0.000000, total_loss = 125.260330
total_bbox = 8029, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.813735), count: 2, class_loss = 154.232422, iou_loss = 0.618011, total_loss = 154.850433
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 131.879242, iou_loss = 0.000000, total_loss = 131.879242
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 119.304718, iou_loss = 0.000000, total_loss = 119.304718
total_bbox = 8031, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.243268), count: 2, class_loss = 150.088989, iou_loss = 1.895294, total_loss = 151.984283
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 119.743942, iou_loss = 0.000000, total_loss = 119.743942
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 108.374496, iou_loss = 0.000000, total_loss = 108.374496
total_bbox = 8033, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.425415), count: 2, class_loss = 155.157379, iou_loss = 1.388199, total_loss = 156.545578
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 122.705673, iou_loss = 0.000000, total_loss = 122.705673
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 112.820358, iou_loss = 0.000000, total_loss = 112.820358
total_bbox = 8035, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.455959), count: 2, class_loss = 149.659378, iou_loss = 0.678131, total_loss = 150.337509
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 120.248611, iou_loss = 0.000000, total_loss = 120.248611
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 109.009476, iou_loss = 0.000000, total_loss = 109.009476
total_bbox = 8037, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.194934), count: 2, class_loss = 150.499710, iou_loss = 4.272995, total_loss = 154.772705
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 118.958839, iou_loss = 0.000000, total_loss = 118.958839
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.670502, iou_loss = 0.000000, total_loss = 106.670502
total_bbox = 8039, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.415135), count: 2, class_loss = 150.913864, iou_loss = 0.934479, total_loss = 151.848343
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 128.403183, iou_loss = 0.000000, total_loss = 128.403183
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 119.690895, iou_loss = 0.000000, total_loss = 119.690895
total_bbox = 8041, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.294410), count: 2, class_loss = 151.807083, iou_loss = 1.329803, total_loss = 153.136887
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 117.171707, iou_loss = 0.000000, total_loss = 117.171707
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 105.027115, iou_loss = 0.000000, total_loss = 105.027115
total_bbox = 8043, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.379644), count: 2, class_loss = 152.678986, iou_loss = 1.464584, total_loss = 154.143570
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 128.507462, iou_loss = 0.000000, total_loss = 128.507462
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 119.737747, iou_loss = 0.000000, total_loss = 119.737747
total_bbox = 8045, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.510355), count: 2, class_loss = 149.600876, iou_loss = 1.303772, total_loss = 150.904648
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 123.700798, iou_loss = 0.000000, total_loss = 123.700798
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 118.310104, iou_loss = 0.000000, total_loss = 118.310104
total_bbox = 8047, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.294184), count: 2, class_loss = 151.605988, iou_loss = 2.032913, total_loss = 153.638901
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 120.175987, iou_loss = 0.000000, total_loss = 120.175987
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 108.846306, iou_loss = 0.000000, total_loss = 108.846306
total_bbox = 8049, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;126/500200: loss=131.5 hours left=2087.5
126: 131.518600, 248.057983 avg loss, 0.000000 rate, 14.728757 seconds, 8064 images, 2087.507621 hours left
Loaded: 0.000071 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.586389), count: 2, class_loss = 145.966812, iou_loss = 1.095734, total_loss = 147.062546
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 116.692101, iou_loss = 0.000000, total_loss = 116.692101
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 111.379326, iou_loss = 0.000000, total_loss = 111.379326
total_bbox = 8051, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.592529), count: 2, class_loss = 145.348022, iou_loss = 0.935013, total_loss = 146.283035
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 122.839630, iou_loss = 0.000000, total_loss = 122.839630
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 113.244331, iou_loss = 0.000000, total_loss = 113.244331
total_bbox = 8053, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.340492), count: 2, class_loss = 147.644180, iou_loss = 2.064163, total_loss = 149.708344
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 118.323059, iou_loss = 0.000000, total_loss = 118.323059
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 118.007309, iou_loss = 0.000000, total_loss = 118.007309
total_bbox = 8055, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.346163), count: 2, class_loss = 148.802567, iou_loss = 1.706863, total_loss = 150.509430
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 142.170166, iou_loss = 0.000000, total_loss = 142.170166
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 154.882050, iou_loss = 0.000000, total_loss = 154.882050
total_bbox = 8057, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.346440), count: 2, class_loss = 146.948120, iou_loss = 1.778458, total_loss = 148.726578
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 110.367226, iou_loss = 0.000000, total_loss = 110.367226
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 99.992882, iou_loss = 0.000000, total_loss = 99.992882
total_bbox = 8059, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.325444), count: 2, class_loss = 143.852875, iou_loss = 0.951523, total_loss = 144.804398
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 109.240166, iou_loss = 0.000000, total_loss = 109.240166
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 99.076111, iou_loss = 0.000000, total_loss = 99.076111
total_bbox = 8061, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.462631), count: 2, class_loss = 148.477631, iou_loss = 1.139999, total_loss = 149.617630
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 122.353973, iou_loss = 0.000000, total_loss = 122.353973
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 103.621498, iou_loss = 0.000000, total_loss = 103.621498
total_bbox = 8063, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.381602), count: 2, class_loss = 144.281403, iou_loss = 0.551468, total_loss = 144.832870
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 110.666595, iou_loss = 0.000000, total_loss = 110.666595
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 101.120995, iou_loss = 0.000000, total_loss = 101.120995
total_bbox = 8065, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.334826), count: 2, class_loss = 144.184250, iou_loss = 4.256699, total_loss = 148.440948
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 108.859924, iou_loss = 0.000000, total_loss = 108.859924
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 98.079071, iou_loss = 0.000000, total_loss = 98.079071
total_bbox = 8067, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.246144), count: 2, class_loss = 145.831085, iou_loss = 2.251007, total_loss = 148.082092
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 111.506668, iou_loss = 0.000000, total_loss = 111.506668
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 101.915489, iou_loss = 0.000000, total_loss = 101.915489
total_bbox = 8069, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.146698), count: 2, class_loss = 144.872192, iou_loss = 1.662979, total_loss = 146.535172
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 110.790443, iou_loss = 0.000000, total_loss = 110.790443
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 98.004929, iou_loss = 0.000000, total_loss = 98.004929
total_bbox = 8071, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.208722), count: 2, class_loss = 149.093811, iou_loss = 2.678680, total_loss = 151.772491
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 112.574844, iou_loss = 0.000000, total_loss = 112.574844
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 100.433479, iou_loss = 0.000000, total_loss = 100.433479
total_bbox = 8073, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.279842), count: 2, class_loss = 147.011627, iou_loss = 2.181442, total_loss = 149.193069
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 127.707413, iou_loss = 0.000000, total_loss = 127.707413
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 119.943192, iou_loss = 0.000000, total_loss = 119.943192
total_bbox = 8075, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.398795), count: 2, class_loss = 146.556656, iou_loss = 1.256653, total_loss = 147.813309
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 117.950073, iou_loss = 0.000000, total_loss = 117.950073
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 116.774933, iou_loss = 0.000000, total_loss = 116.774933
total_bbox = 8077, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.283462), count: 2, class_loss = 146.064758, iou_loss = 1.459747, total_loss = 147.524506
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 111.600410, iou_loss = 0.000000, total_loss = 111.600410
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 104.924278, iou_loss = 0.000000, total_loss = 104.924278
total_bbox = 8079, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.170402), count: 2, class_loss = 146.820328, iou_loss = 3.214706, total_loss = 150.035034
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 122.997604, iou_loss = 0.000000, total_loss = 122.997604
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 117.660667, iou_loss = 0.000000, total_loss = 117.660667
total_bbox = 8081, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.426527), count: 2, class_loss = 142.590134, iou_loss = 0.867859, total_loss = 143.457993
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 118.580025, iou_loss = 0.000000, total_loss = 118.580025
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.782005, iou_loss = 0.000000, total_loss = 106.782005
total_bbox = 8083, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.242703), count: 2, class_loss = 142.595200, iou_loss = 2.093872, total_loss = 144.689072
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 112.111626, iou_loss = 0.000000, total_loss = 112.111626
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 100.796288, iou_loss = 0.000000, total_loss = 100.796288
total_bbox = 8085, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.279155), count: 2, class_loss = 146.960373, iou_loss = 5.528030, total_loss = 152.488403
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 114.535042, iou_loss = 0.000000, total_loss = 114.535042
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 105.647278, iou_loss = 0.000000, total_loss = 105.647278
total_bbox = 8087, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.416718), count: 2, class_loss = 144.615005, iou_loss = 0.881348, total_loss = 145.496353
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 116.945412, iou_loss = 0.000000, total_loss = 116.945412
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.969315, iou_loss = 0.000000, total_loss = 106.969315
total_bbox = 8089, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.565817), count: 2, class_loss = 146.941055, iou_loss = 0.450989, total_loss = 147.392044
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 119.772873, iou_loss = 0.000000, total_loss = 119.772873
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 110.682777, iou_loss = 0.000000, total_loss = 110.682777
total_bbox = 8091, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.335812), count: 2, class_loss = 145.648163, iou_loss = 1.390701, total_loss = 147.038864
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 111.901329, iou_loss = 0.000000, total_loss = 111.901329
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 102.599792, iou_loss = 0.000000, total_loss = 102.599792
total_bbox = 8093, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.324328), count: 2, class_loss = 146.492752, iou_loss = 0.956177, total_loss = 147.448929
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 114.730141, iou_loss = 0.000000, total_loss = 114.730141
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 114.028839, iou_loss = 0.000000, total_loss = 114.028839
total_bbox = 8095, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.383939), count: 2, class_loss = 146.435272, iou_loss = 0.832382, total_loss = 147.267654
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 112.880653, iou_loss = 0.000000, total_loss = 112.880653
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.984329, iou_loss = 0.000000, total_loss = 106.984329
total_bbox = 8097, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.519234), count: 2, class_loss = 147.427673, iou_loss = 1.290054, total_loss = 148.717728
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 118.304031, iou_loss = 0.000000, total_loss = 118.304031
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 109.210945, iou_loss = 0.000000, total_loss = 109.210945
total_bbox = 8099, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.268057), count: 2, class_loss = 145.738159, iou_loss = 2.464951, total_loss = 148.203110
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 113.349220, iou_loss = 0.000000, total_loss = 113.349220
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 100.565117, iou_loss = 0.000000, total_loss = 100.565117
total_bbox = 8101, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.346354), count: 2, class_loss = 145.008896, iou_loss = 1.125793, total_loss = 146.134689
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 107.481247, iou_loss = 0.000000, total_loss = 107.481247
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 97.295753, iou_loss = 0.000000, total_loss = 97.295753
total_bbox = 8103, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.499723), count: 2, class_loss = 145.481247, iou_loss = 0.396423, total_loss = 145.877670
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 112.272148, iou_loss = 0.000000, total_loss = 112.272148
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 103.794685, iou_loss = 0.000000, total_loss = 103.794685
total_bbox = 8105, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.372980), count: 2, class_loss = 149.299973, iou_loss = 1.202881, total_loss = 150.502853
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 117.663803, iou_loss = 0.000000, total_loss = 117.663803
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 103.745857, iou_loss = 0.000000, total_loss = 103.745857
total_bbox = 8107, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.314765), count: 2, class_loss = 146.762085, iou_loss = 1.191391, total_loss = 147.953476
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 111.060204, iou_loss = 0.000000, total_loss = 111.060204
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 102.095497, iou_loss = 0.000000, total_loss = 102.095497
total_bbox = 8109, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.269361), count: 2, class_loss = 152.505081, iou_loss = 2.761993, total_loss = 155.267075
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 139.180481, iou_loss = 0.000000, total_loss = 139.180481
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 138.026672, iou_loss = 0.000000, total_loss = 138.026672
total_bbox = 8111, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.133442), count: 2, class_loss = 147.089447, iou_loss = 2.945297, total_loss = 150.034744
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 110.305458, iou_loss = 0.000000, total_loss = 110.305458
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 102.255806, iou_loss = 0.000000, total_loss = 102.255806
total_bbox = 8113, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;127/500200: loss=124.3 hours left=2087.1
127: 124.345490, 235.686737 avg loss, 0.000000 rate, 14.756022 seconds, 8128 images, 2087.092328 hours left
Loaded: 0.000065 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.249493), count: 2, class_loss = 138.768082, iou_loss = 1.751404, total_loss = 140.519485
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 105.195076, iou_loss = 0.000000, total_loss = 105.195076
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 95.206261, iou_loss = 0.000000, total_loss = 95.206261
total_bbox = 8115, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.513520), count: 2, class_loss = 140.144577, iou_loss = 1.006271, total_loss = 141.150848
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.507317, iou_loss = 0.000000, total_loss = 98.507317
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 85.447067, iou_loss = 0.000000, total_loss = 85.447067
total_bbox = 8117, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.334857), count: 2, class_loss = 138.830780, iou_loss = 1.211884, total_loss = 140.042664
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 104.383263, iou_loss = 0.000000, total_loss = 104.383263
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 91.941528, iou_loss = 0.000000, total_loss = 91.941528
total_bbox = 8119, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.224578), count: 2, class_loss = 144.153259, iou_loss = 4.217621, total_loss = 148.370880
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 103.145088, iou_loss = 0.000000, total_loss = 103.145088
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 95.239220, iou_loss = 0.000000, total_loss = 95.239220
total_bbox = 8121, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.673935), count: 2, class_loss = 140.634811, iou_loss = 0.858307, total_loss = 141.493118
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 104.067375, iou_loss = 0.000000, total_loss = 104.067375
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 92.289871, iou_loss = 0.000000, total_loss = 92.289871
total_bbox = 8123, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.248510), count: 2, class_loss = 138.046890, iou_loss = 1.602112, total_loss = 139.649002
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.756729, iou_loss = 0.000000, total_loss = 98.756729
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 86.718155, iou_loss = 0.000000, total_loss = 86.718155
total_bbox = 8125, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.466025), count: 2, class_loss = 138.723114, iou_loss = 1.476547, total_loss = 140.199661
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 100.517006, iou_loss = 0.000000, total_loss = 100.517006
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 87.933037, iou_loss = 0.000000, total_loss = 87.933037
total_bbox = 8127, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.264728), count: 2, class_loss = 139.216110, iou_loss = 1.625015, total_loss = 140.841125
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 103.563873, iou_loss = 0.000000, total_loss = 103.563873
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 91.314186, iou_loss = 0.000000, total_loss = 91.314186
total_bbox = 8129, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.564435), count: 2, class_loss = 138.798584, iou_loss = 0.791977, total_loss = 139.590561
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 111.880630, iou_loss = 0.000000, total_loss = 111.880630
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 94.828247, iou_loss = 0.000000, total_loss = 94.828247
total_bbox = 8131, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.419208), count: 2, class_loss = 144.369614, iou_loss = 1.280182, total_loss = 145.649796
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 111.256676, iou_loss = 0.000000, total_loss = 111.256676
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 96.007591, iou_loss = 0.000000, total_loss = 96.007591
total_bbox = 8133, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.471075), count: 2, class_loss = 144.712006, iou_loss = 9.597275, total_loss = 154.309280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 111.766617, iou_loss = 0.000000, total_loss = 111.766617
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 104.212677, iou_loss = 0.000000, total_loss = 104.212677
total_bbox = 8135, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.187255), count: 2, class_loss = 140.694092, iou_loss = 1.847992, total_loss = 142.542084
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 101.702583, iou_loss = 0.000000, total_loss = 101.702583
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 88.257118, iou_loss = 0.000000, total_loss = 88.257118
total_bbox = 8137, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.606084), count: 2, class_loss = 138.436661, iou_loss = 0.464584, total_loss = 138.901245
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 107.023933, iou_loss = 0.000000, total_loss = 107.023933
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 98.621368, iou_loss = 0.000000, total_loss = 98.621368
total_bbox = 8139, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.575157), count: 2, class_loss = 143.277679, iou_loss = 0.939072, total_loss = 144.216751
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 108.385437, iou_loss = 0.000000, total_loss = 108.385437
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 99.325966, iou_loss = 0.000000, total_loss = 99.325966
total_bbox = 8141, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.637177), count: 2, class_loss = 141.101730, iou_loss = 0.774368, total_loss = 141.876099
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 103.680115, iou_loss = 0.000000, total_loss = 103.680115
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 94.233818, iou_loss = 0.000000, total_loss = 94.233818
total_bbox = 8143, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.273161), count: 2, class_loss = 143.597794, iou_loss = 3.162537, total_loss = 146.760330
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 118.023453, iou_loss = 0.000000, total_loss = 118.023453
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 103.334801, iou_loss = 0.000000, total_loss = 103.334801
total_bbox = 8145, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.301750), count: 2, class_loss = 142.674179, iou_loss = 1.874237, total_loss = 144.548416
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 105.595039, iou_loss = 0.000000, total_loss = 105.595039
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 96.866325, iou_loss = 0.000000, total_loss = 96.866325
total_bbox = 8147, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.274170), count: 2, class_loss = 137.800171, iou_loss = 3.438538, total_loss = 141.238708
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 102.335388, iou_loss = 0.000000, total_loss = 102.335388
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 92.627808, iou_loss = 0.000000, total_loss = 92.627808
total_bbox = 8149, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.225129), count: 2, class_loss = 139.407135, iou_loss = 2.417755, total_loss = 141.824890
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 112.525879, iou_loss = 0.000000, total_loss = 112.525879
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 100.088318, iou_loss = 0.000000, total_loss = 100.088318
total_bbox = 8151, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.457601), count: 2, class_loss = 138.344101, iou_loss = 1.014069, total_loss = 139.358170
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 103.617050, iou_loss = 0.000000, total_loss = 103.617050
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 91.650978, iou_loss = 0.000000, total_loss = 91.650978
total_bbox = 8153, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392298), count: 2, class_loss = 139.770294, iou_loss = 1.314804, total_loss = 141.085098
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 103.004723, iou_loss = 0.000000, total_loss = 103.004723
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 94.621162, iou_loss = 0.000000, total_loss = 94.621162
total_bbox = 8155, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.302830), count: 2, class_loss = 138.292770, iou_loss = 1.523956, total_loss = 139.816727
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.977310, iou_loss = 0.000000, total_loss = 98.977310
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 90.252960, iou_loss = 0.000000, total_loss = 90.252960
total_bbox = 8157, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.401152), count: 2, class_loss = 136.428589, iou_loss = 0.981766, total_loss = 137.410355
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 99.918526, iou_loss = 0.000000, total_loss = 99.918526
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 88.249161, iou_loss = 0.000000, total_loss = 88.249161
total_bbox = 8159, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.294133), count: 2, class_loss = 137.192642, iou_loss = 1.583725, total_loss = 138.776367
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.687012, iou_loss = 0.000000, total_loss = 98.687012
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 86.540573, iou_loss = 0.000000, total_loss = 86.540573
total_bbox = 8161, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.382939), count: 2, class_loss = 139.589920, iou_loss = 2.002457, total_loss = 141.592377
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 106.030312, iou_loss = 0.000000, total_loss = 106.030312
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 93.665985, iou_loss = 0.000000, total_loss = 93.665985
total_bbox = 8163, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.258731), count: 2, class_loss = 138.106979, iou_loss = 2.241089, total_loss = 140.348068
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.103958, iou_loss = 0.000000, total_loss = 98.103958
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 89.253693, iou_loss = 0.000000, total_loss = 89.253693
total_bbox = 8165, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.427951), count: 2, class_loss = 140.029892, iou_loss = 1.636444, total_loss = 141.666336
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 106.300423, iou_loss = 0.000000, total_loss = 106.300423
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 94.664619, iou_loss = 0.000000, total_loss = 94.664619
total_bbox = 8167, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.363961), count: 2, class_loss = 142.028183, iou_loss = 1.506042, total_loss = 143.534225
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 103.368782, iou_loss = 0.000000, total_loss = 103.368782
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 93.979446, iou_loss = 0.000000, total_loss = 93.979446
total_bbox = 8169, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.329380), count: 2, class_loss = 142.431351, iou_loss = 1.672821, total_loss = 144.104172
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 99.982559, iou_loss = 0.000000, total_loss = 99.982559
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 87.555237, iou_loss = 0.000000, total_loss = 87.555237
total_bbox = 8171, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.372480), count: 2, class_loss = 138.442093, iou_loss = 0.901779, total_loss = 139.343872
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 99.452614, iou_loss = 0.000000, total_loss = 99.452614
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 90.713951, iou_loss = 0.000000, total_loss = 90.713951
total_bbox = 8173, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.526942), count: 2, class_loss = 137.960861, iou_loss = 0.661850, total_loss = 138.622711
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.364029, iou_loss = 0.000000, total_loss = 98.364029
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 89.003525, iou_loss = 0.000000, total_loss = 89.003525
total_bbox = 8175, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.292886), count: 2, class_loss = 138.555267, iou_loss = 1.924866, total_loss = 140.480133
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 105.907402, iou_loss = 0.000000, total_loss = 105.907402
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 96.936882, iou_loss = 0.000000, total_loss = 96.936882
total_bbox = 8177, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;128/500200: loss=113.1 hours left=2086.7
128: 113.077820, 223.425842 avg loss, 0.000000 rate, 14.769924 seconds, 8192 images, 2086.718988 hours left
Loaded: 0.000058 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.309423), count: 2, class_loss = 135.152740, iou_loss = 1.665100, total_loss = 136.817841
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 95.312782, iou_loss = 0.000000, total_loss = 95.312782
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 84.107460, iou_loss = 0.000000, total_loss = 84.107460
total_bbox = 8179, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.485455), count: 2, class_loss = 132.923843, iou_loss = 0.586578, total_loss = 133.510422
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 92.758904, iou_loss = 0.000000, total_loss = 92.758904
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 82.065063, iou_loss = 0.000000, total_loss = 82.065063
total_bbox = 8181, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.313820), count: 2, class_loss = 140.461914, iou_loss = 2.333252, total_loss = 142.795166
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 101.695862, iou_loss = 0.000000, total_loss = 101.695862
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 90.970917, iou_loss = 0.000000, total_loss = 90.970917
total_bbox = 8183, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.504756), count: 2, class_loss = 135.757629, iou_loss = 0.849533, total_loss = 136.607162
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 94.039513, iou_loss = 0.000000, total_loss = 94.039513
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 83.291443, iou_loss = 0.000000, total_loss = 83.291443
total_bbox = 8185, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.160217), count: 2, class_loss = 132.403656, iou_loss = 2.005753, total_loss = 134.409409
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 87.988136, iou_loss = 0.000000, total_loss = 87.988136
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 76.041046, iou_loss = 0.000000, total_loss = 76.041046
total_bbox = 8187, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.336349), count: 2, class_loss = 133.420578, iou_loss = 0.933167, total_loss = 134.353745
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 96.983070, iou_loss = 0.000000, total_loss = 96.983070
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 84.873711, iou_loss = 0.000000, total_loss = 84.873711
total_bbox = 8189, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.518511), count: 2, class_loss = 137.584778, iou_loss = 0.827103, total_loss = 138.411880
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 105.430359, iou_loss = 0.000000, total_loss = 105.430359
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 107.007027, iou_loss = 0.000000, total_loss = 107.007027
total_bbox = 8191, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.495512), count: 2, class_loss = 132.005219, iou_loss = 0.709915, total_loss = 132.715134
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 90.598717, iou_loss = 0.000000, total_loss = 90.598717
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 79.299850, iou_loss = 0.000000, total_loss = 79.299850
total_bbox = 8193, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.328238), count: 2, class_loss = 136.546722, iou_loss = 1.583405, total_loss = 138.130127
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 99.599121, iou_loss = 0.000000, total_loss = 99.599121
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 85.066971, iou_loss = 0.000000, total_loss = 85.066971
total_bbox = 8195, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.516005), count: 2, class_loss = 135.180405, iou_loss = 1.430130, total_loss = 136.610535
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 93.962059, iou_loss = 0.000000, total_loss = 93.962059
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 83.847260, iou_loss = 0.000000, total_loss = 83.847260
total_bbox = 8197, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.667500), count: 2, class_loss = 137.456711, iou_loss = 0.514954, total_loss = 137.971664
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 104.492287, iou_loss = 0.000000, total_loss = 104.492287
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 89.927628, iou_loss = 0.000000, total_loss = 89.927628
total_bbox = 8199, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.362820), count: 2, class_loss = 137.680099, iou_loss = 1.686661, total_loss = 139.366760
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 101.481682, iou_loss = 0.000000, total_loss = 101.481682
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 91.645332, iou_loss = 0.000000, total_loss = 91.645332
total_bbox = 8201, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.631081), count: 2, class_loss = 134.109543, iou_loss = 0.600021, total_loss = 134.709564
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 97.590004, iou_loss = 0.000000, total_loss = 97.590004
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 92.301117, iou_loss = 0.000000, total_loss = 92.301117
total_bbox = 8203, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.453199), count: 2, class_loss = 136.718216, iou_loss = 0.893616, total_loss = 137.611832
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 109.144913, iou_loss = 0.000000, total_loss = 109.144913
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 103.023727, iou_loss = 0.000000, total_loss = 103.023727
total_bbox = 8205, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.799583), count: 2, class_loss = 136.664474, iou_loss = 0.248322, total_loss = 136.912796
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.703400, iou_loss = 0.000000, total_loss = 98.703400
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 91.231880, iou_loss = 0.000000, total_loss = 91.231880
total_bbox = 8207, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.322585), count: 2, class_loss = 135.336975, iou_loss = 2.855011, total_loss = 138.191986
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 93.563751, iou_loss = 0.000000, total_loss = 93.563751
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 80.288208, iou_loss = 0.000000, total_loss = 80.288208
total_bbox = 8209, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.425059), count: 2, class_loss = 134.746231, iou_loss = 0.730637, total_loss = 135.476868
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 95.245972, iou_loss = 0.000000, total_loss = 95.245972
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 83.267075, iou_loss = 0.000000, total_loss = 83.267075
total_bbox = 8211, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.355665), count: 2, class_loss = 135.674957, iou_loss = 3.668625, total_loss = 139.343582
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 96.588837, iou_loss = 0.000000, total_loss = 96.588837
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 84.752373, iou_loss = 0.000000, total_loss = 84.752373
total_bbox = 8213, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.497278), count: 2, class_loss = 135.128815, iou_loss = 1.145370, total_loss = 136.274185
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 103.541061, iou_loss = 0.000000, total_loss = 103.541061
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 92.151627, iou_loss = 0.000000, total_loss = 92.151627
total_bbox = 8215, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.397254), count: 2, class_loss = 134.309601, iou_loss = 1.225006, total_loss = 135.534607
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 90.917938, iou_loss = 0.000000, total_loss = 90.917938
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 81.762596, iou_loss = 0.000000, total_loss = 81.762596
total_bbox = 8217, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.334407), count: 2, class_loss = 132.108932, iou_loss = 1.539795, total_loss = 133.648727
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 94.754051, iou_loss = 0.000000, total_loss = 94.754051
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 81.979568, iou_loss = 0.000000, total_loss = 81.979568
total_bbox = 8219, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.492249), count: 2, class_loss = 135.315918, iou_loss = 1.356415, total_loss = 136.672333
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 95.627144, iou_loss = 0.000000, total_loss = 95.627144
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 84.716675, iou_loss = 0.000000, total_loss = 84.716675
total_bbox = 8221, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.394488), count: 2, class_loss = 138.252396, iou_loss = 1.287140, total_loss = 139.539536
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 109.707985, iou_loss = 0.000000, total_loss = 109.707985
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 104.675743, iou_loss = 0.000000, total_loss = 104.675743
total_bbox = 8223, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.524687), count: 2, class_loss = 134.334763, iou_loss = 0.611847, total_loss = 134.946609
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 94.367661, iou_loss = 0.000000, total_loss = 94.367661
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 81.764397, iou_loss = 0.000000, total_loss = 81.764397
total_bbox = 8225, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.254760), count: 2, class_loss = 139.042145, iou_loss = 2.240417, total_loss = 141.282562
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 99.424339, iou_loss = 0.000000, total_loss = 99.424339
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 89.614540, iou_loss = 0.000000, total_loss = 89.614540
total_bbox = 8227, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.314225), count: 2, class_loss = 135.119186, iou_loss = 2.060654, total_loss = 137.179840
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 97.600868, iou_loss = 0.000000, total_loss = 97.600868
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 87.253098, iou_loss = 0.000000, total_loss = 87.253098
total_bbox = 8229, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.223874), count: 2, class_loss = 133.354111, iou_loss = 1.615524, total_loss = 134.969635
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 91.294235, iou_loss = 0.000000, total_loss = 91.294235
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 81.918365, iou_loss = 0.000000, total_loss = 81.918365
total_bbox = 8231, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.461561), count: 2, class_loss = 140.454559, iou_loss = 0.980530, total_loss = 141.435089
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 116.595284, iou_loss = 0.000000, total_loss = 116.595284
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 121.136803, iou_loss = 0.000000, total_loss = 121.136803
total_bbox = 8233, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.288083), count: 2, class_loss = 136.662048, iou_loss = 1.182266, total_loss = 137.844315
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 87.885109, iou_loss = 0.000000, total_loss = 87.885109
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 77.772110, iou_loss = 0.000000, total_loss = 77.772110
total_bbox = 8235, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.446095), count: 2, class_loss = 136.600342, iou_loss = 0.869675, total_loss = 137.470016
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.830948, iou_loss = 0.000000, total_loss = 98.830948
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 87.250427, iou_loss = 0.000000, total_loss = 87.250427
total_bbox = 8237, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.444304), count: 2, class_loss = 135.046082, iou_loss = 1.812805, total_loss = 136.858887
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 96.337158, iou_loss = 0.000000, total_loss = 96.337158
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 85.601509, iou_loss = 0.000000, total_loss = 85.601509
total_bbox = 8239, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.207780), count: 2, class_loss = 135.117050, iou_loss = 1.415497, total_loss = 136.532547
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 88.131088, iou_loss = 0.000000, total_loss = 88.131088
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 76.923424, iou_loss = 0.000000, total_loss = 76.923424
total_bbox = 8241, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;129/500200: loss=107.4 hours left=2086.4
129: 107.415192, 211.824783 avg loss, 0.000000 rate, 14.527680 seconds, 8256 images, 2086.368653 hours left
Loaded: 0.000052 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.427568), count: 2, class_loss = 130.623810, iou_loss = 0.658188, total_loss = 131.281998
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 87.621162, iou_loss = 0.000000, total_loss = 87.621162
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 74.569740, iou_loss = 0.000000, total_loss = 74.569740
total_bbox = 8243, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.366590), count: 2, class_loss = 133.257874, iou_loss = 1.278366, total_loss = 134.536240
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 98.330444, iou_loss = 0.000000, total_loss = 98.330444
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 86.679703, iou_loss = 0.000000, total_loss = 86.679703
total_bbox = 8245, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.430714), count: 2, class_loss = 132.490799, iou_loss = 1.143021, total_loss = 133.633820
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 91.045052, iou_loss = 0.000000, total_loss = 91.045052
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 79.126282, iou_loss = 0.000000, total_loss = 79.126282
total_bbox = 8247, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.343155), count: 2, class_loss = 131.777863, iou_loss = 1.933548, total_loss = 133.711411
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 94.673424, iou_loss = 0.000000, total_loss = 94.673424
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 89.641403, iou_loss = 0.000000, total_loss = 89.641403
total_bbox = 8249, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.398498), count: 2, class_loss = 129.549118, iou_loss = 0.698029, total_loss = 130.247147
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 82.577209, iou_loss = 0.000000, total_loss = 82.577209
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 71.066040, iou_loss = 0.000000, total_loss = 71.066040
total_bbox = 8251, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.380622), count: 2, class_loss = 130.279068, iou_loss = 0.930649, total_loss = 131.209717
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 83.091873, iou_loss = 0.000000, total_loss = 83.091873
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 72.542648, iou_loss = 0.000000, total_loss = 72.542648
total_bbox = 8252, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.419753), count: 2, class_loss = 127.918533, iou_loss = 1.021820, total_loss = 128.940353
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 84.248032, iou_loss = 0.000000, total_loss = 84.248032
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 72.644539, iou_loss = 0.000000, total_loss = 72.644539
total_bbox = 8254, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.786826), count: 2, class_loss = 125.840836, iou_loss = 0.062805, total_loss = 125.903641
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 86.722031, iou_loss = 0.000000, total_loss = 86.722031
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 73.705559, iou_loss = 0.000000, total_loss = 73.705559
total_bbox = 8256, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.488620), count: 2, class_loss = 131.607025, iou_loss = 0.933640, total_loss = 132.540665
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 89.068481, iou_loss = 0.000000, total_loss = 89.068481
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 76.089851, iou_loss = 0.000000, total_loss = 76.089851
total_bbox = 8258, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.407012), count: 2, class_loss = 128.485657, iou_loss = 1.129272, total_loss = 129.614929
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 87.584290, iou_loss = 0.000000, total_loss = 87.584290
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 77.715363, iou_loss = 0.000000, total_loss = 77.715363
total_bbox = 8260, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.445163), count: 2, class_loss = 129.552505, iou_loss = 0.853226, total_loss = 130.405731
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 84.529984, iou_loss = 0.000000, total_loss = 84.529984
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 75.543533, iou_loss = 0.000000, total_loss = 75.543533
total_bbox = 8262, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.217008), count: 2, class_loss = 132.655655, iou_loss = 1.844742, total_loss = 134.500397
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 91.438583, iou_loss = 0.000000, total_loss = 91.438583
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 80.932739, iou_loss = 0.000000, total_loss = 80.932739
total_bbox = 8264, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.702443), count: 2, class_loss = 128.663727, iou_loss = 0.318375, total_loss = 128.982101
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 85.081100, iou_loss = 0.000000, total_loss = 85.081100
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 75.317719, iou_loss = 0.000000, total_loss = 75.317719
total_bbox = 8266, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.281413), count: 2, class_loss = 131.330872, iou_loss = 2.750961, total_loss = 134.081833
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 88.426521, iou_loss = 0.000000, total_loss = 88.426521
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 77.595360, iou_loss = 0.000000, total_loss = 77.595360
total_bbox = 8268, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.245543), count: 2, class_loss = 129.789688, iou_loss = 2.024445, total_loss = 131.814133
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 89.958862, iou_loss = 0.000000, total_loss = 89.958862
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 77.284508, iou_loss = 0.000000, total_loss = 77.284508
total_bbox = 8270, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.528648), count: 2, class_loss = 134.032867, iou_loss = 0.826645, total_loss = 134.859512
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 95.070381, iou_loss = 0.000000, total_loss = 95.070381
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 87.044304, iou_loss = 0.000000, total_loss = 87.044304
total_bbox = 8272, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.482626), count: 2, class_loss = 130.732040, iou_loss = 0.644302, total_loss = 131.376343
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 86.181664, iou_loss = 0.000000, total_loss = 86.181664
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 77.883392, iou_loss = 0.000000, total_loss = 77.883392
total_bbox = 8274, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.485506), count: 2, class_loss = 130.229324, iou_loss = 0.692993, total_loss = 130.922318
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 87.031960, iou_loss = 0.000000, total_loss = 87.031960
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 77.861710, iou_loss = 0.000000, total_loss = 77.861710
total_bbox = 8276, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.412255), count: 2, class_loss = 130.216080, iou_loss = 0.796936, total_loss = 131.013016
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 89.377419, iou_loss = 0.000000, total_loss = 89.377419
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 78.650177, iou_loss = 0.000000, total_loss = 78.650177
total_bbox = 8278, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.526567), count: 2, class_loss = 129.243393, iou_loss = 0.436859, total_loss = 129.680252
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 83.808167, iou_loss = 0.000000, total_loss = 83.808167
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 72.663391, iou_loss = 0.000000, total_loss = 72.663391
total_bbox = 8280, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.554303), count: 2, class_loss = 130.098282, iou_loss = 1.231659, total_loss = 131.329941
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 90.220909, iou_loss = 0.000000, total_loss = 90.220909
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 82.384621, iou_loss = 0.000000, total_loss = 82.384621
total_bbox = 8282, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.474403), count: 2, class_loss = 124.605598, iou_loss = 0.971756, total_loss = 125.577354
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 80.366051, iou_loss = 0.000000, total_loss = 80.366051
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 71.180901, iou_loss = 0.000000, total_loss = 71.180901
total_bbox = 8284, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.445282), count: 2, class_loss = 131.293625, iou_loss = 0.759567, total_loss = 132.053192
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 93.772247, iou_loss = 0.000000, total_loss = 93.772247
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 86.849922, iou_loss = 0.000000, total_loss = 86.849922
total_bbox = 8286, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.497196), count: 2, class_loss = 132.461121, iou_loss = 1.102234, total_loss = 133.563354
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 93.084389, iou_loss = 0.000000, total_loss = 93.084389
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 82.855225, iou_loss = 0.000000, total_loss = 82.855225
total_bbox = 8288, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.414682), count: 2, class_loss = 131.159485, iou_loss = 0.544983, total_loss = 131.704468
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 84.178421, iou_loss = 0.000000, total_loss = 84.178421
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 72.230499, iou_loss = 0.000000, total_loss = 72.230499
total_bbox = 8290, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.546443), count: 2, class_loss = 129.796112, iou_loss = 0.686386, total_loss = 130.482498
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 85.362572, iou_loss = 0.000000, total_loss = 85.362572
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 73.632439, iou_loss = 0.000000, total_loss = 73.632439
total_bbox = 8292, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.322485), count: 2, class_loss = 133.797043, iou_loss = 1.495438, total_loss = 135.292480
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 97.469429, iou_loss = 0.000000, total_loss = 97.469429
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 98.778770, iou_loss = 0.000000, total_loss = 98.778770
total_bbox = 8294, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.449959), count: 2, class_loss = 126.960693, iou_loss = 1.111252, total_loss = 128.071945
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 83.476044, iou_loss = 0.000000, total_loss = 83.476044
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 71.473915, iou_loss = 0.000000, total_loss = 71.473915
total_bbox = 8296, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.536178), count: 2, class_loss = 131.611572, iou_loss = 1.074661, total_loss = 132.686234
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 85.741280, iou_loss = 0.000000, total_loss = 85.741280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 74.878639, iou_loss = 0.000000, total_loss = 74.878639
total_bbox = 8298, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.523162), count: 2, class_loss = 129.910339, iou_loss = 1.079758, total_loss = 130.990097
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 99.197304, iou_loss = 0.000000, total_loss = 99.197304
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 97.989616, iou_loss = 0.000000, total_loss = 97.989616
total_bbox = 8300, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.298126), count: 2, class_loss = 133.744812, iou_loss = 2.458405, total_loss = 136.203217
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 104.769142, iou_loss = 0.000000, total_loss = 104.769142
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 106.604042, iou_loss = 0.000000, total_loss = 106.604042
total_bbox = 8302, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.413768), count: 2, class_loss = 130.524536, iou_loss = 1.353333, total_loss = 131.877869
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 99.032166, iou_loss = 0.000000, total_loss = 99.032166
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 109.958099, iou_loss = 0.000000, total_loss = 109.958099
total_bbox = 8304, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;130/500200: loss=100.6 hours left=2085.7
130: 100.572922, 200.699600 avg loss, 0.000000 rate, 14.731693 seconds, 8320 images, 2085.685261 hours left
Resizing, random_coef = 1.40
544 x 544
try to allocate additional workspace_size = 85.23 MB
CUDA allocate done!
Loaded: 0.000037 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.233630), count: 2, class_loss = 89.243065, iou_loss = 3.030571, total_loss = 92.273636
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.739517, iou_loss = 0.000000, total_loss = 42.739517
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.764812, iou_loss = 0.000000, total_loss = 36.764812
total_bbox = 8306, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.609818), count: 2, class_loss = 92.081467, iou_loss = 0.486038, total_loss = 92.567505
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.635811, iou_loss = 0.000000, total_loss = 40.635811
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 35.223511, iou_loss = 0.000000, total_loss = 35.223511
total_bbox = 8308, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.319887), count: 2, class_loss = 91.780640, iou_loss = 1.277206, total_loss = 93.057846
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.540165, iou_loss = 0.000000, total_loss = 42.540165
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.772762, iou_loss = 0.000000, total_loss = 36.772762
total_bbox = 8310, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.408425), count: 2, class_loss = 91.223824, iou_loss = 2.799301, total_loss = 94.023125
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 46.424877, iou_loss = 0.000000, total_loss = 46.424877
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 43.265030, iou_loss = 0.000000, total_loss = 43.265030
total_bbox = 8312, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.384796), count: 2, class_loss = 92.260025, iou_loss = 1.145294, total_loss = 93.405319
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.224537, iou_loss = 0.000000, total_loss = 39.224537
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.526833, iou_loss = 0.000000, total_loss = 34.526833
total_bbox = 8314, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.510075), count: 2, class_loss = 91.376694, iou_loss = 0.802094, total_loss = 92.178787
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.105068, iou_loss = 0.000000, total_loss = 42.105068
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.896984, iou_loss = 0.000000, total_loss = 36.896984
total_bbox = 8316, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.449582), count: 2, class_loss = 91.424530, iou_loss = 2.184464, total_loss = 93.608994
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.695847, iou_loss = 0.000000, total_loss = 42.695847
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.397484, iou_loss = 0.000000, total_loss = 36.397484
total_bbox = 8318, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.254865), count: 2, class_loss = 94.452316, iou_loss = 3.414452, total_loss = 97.866768
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 43.001938, iou_loss = 0.000000, total_loss = 43.001938
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.576981, iou_loss = 0.000000, total_loss = 36.576981
total_bbox = 8320, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.231981), count: 2, class_loss = 95.010117, iou_loss = 2.805496, total_loss = 97.815613
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 44.003204, iou_loss = 0.000000, total_loss = 44.003204
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 37.912998, iou_loss = 0.000000, total_loss = 37.912998
total_bbox = 8322, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.616329), count: 2, class_loss = 92.680618, iou_loss = 0.902161, total_loss = 93.582779
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.562862, iou_loss = 0.000000, total_loss = 42.562862
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.434483, iou_loss = 0.000000, total_loss = 36.434483
total_bbox = 8324, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.317385), count: 2, class_loss = 93.783363, iou_loss = 2.257645, total_loss = 96.041008
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 43.537327, iou_loss = 0.000000, total_loss = 43.537327
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 39.020592, iou_loss = 0.000000, total_loss = 39.020592
total_bbox = 8326, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.435972), count: 2, class_loss = 91.476891, iou_loss = 1.617783, total_loss = 93.094673
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 43.857933, iou_loss = 0.000000, total_loss = 43.857933
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.852375, iou_loss = 0.000000, total_loss = 36.852375
total_bbox = 8328, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.472354), count: 2, class_loss = 88.765228, iou_loss = 0.826042, total_loss = 89.591270
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.821659, iou_loss = 0.000000, total_loss = 40.821659
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 35.543579, iou_loss = 0.000000, total_loss = 35.543579
total_bbox = 8330, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.569795), count: 2, class_loss = 91.907852, iou_loss = 1.250061, total_loss = 93.157913
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 43.115219, iou_loss = 0.000000, total_loss = 43.115219
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 38.686062, iou_loss = 0.000000, total_loss = 38.686062
total_bbox = 8332, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.413914), count: 2, class_loss = 91.244698, iou_loss = 1.010788, total_loss = 92.255486
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.973358, iou_loss = 0.000000, total_loss = 42.973358
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 37.398750, iou_loss = 0.000000, total_loss = 37.398750
total_bbox = 8334, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.391109), count: 2, class_loss = 92.863510, iou_loss = 1.355675, total_loss = 94.219185
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.999027, iou_loss = 0.000000, total_loss = 40.999027
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 35.763809, iou_loss = 0.000000, total_loss = 35.763809
total_bbox = 8336, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.251827), count: 2, class_loss = 90.066635, iou_loss = 0.890587, total_loss = 90.957222
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.746838, iou_loss = 0.000000, total_loss = 40.746838
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 35.697937, iou_loss = 0.000000, total_loss = 35.697937
total_bbox = 8338, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.291709), count: 2, class_loss = 91.558929, iou_loss = 1.962273, total_loss = 93.521202
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.614037, iou_loss = 0.000000, total_loss = 40.614037
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.053425, iou_loss = 0.000000, total_loss = 36.053425
total_bbox = 8340, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.317388), count: 2, class_loss = 92.989922, iou_loss = 1.452126, total_loss = 94.442047
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 46.745728, iou_loss = 0.000000, total_loss = 46.745728
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 40.244938, iou_loss = 0.000000, total_loss = 40.244938
total_bbox = 8342, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.267817), count: 2, class_loss = 91.188339, iou_loss = 1.010559, total_loss = 92.198898
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.963741, iou_loss = 0.000000, total_loss = 39.963741
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.800648, iou_loss = 0.000000, total_loss = 34.800648
total_bbox = 8344, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.201654), count: 2, class_loss = 92.841484, iou_loss = 5.415657, total_loss = 98.257141
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 49.089657, iou_loss = 0.000000, total_loss = 49.089657
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 46.122593, iou_loss = 0.000000, total_loss = 46.122593
total_bbox = 8346, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.522681), count: 2, class_loss = 89.002563, iou_loss = 0.381836, total_loss = 89.384399
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 41.111794, iou_loss = 0.000000, total_loss = 41.111794
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 35.011806, iou_loss = 0.000000, total_loss = 35.011806
total_bbox = 8348, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.512709), count: 2, class_loss = 91.442909, iou_loss = 0.910568, total_loss = 92.353477
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 44.306324, iou_loss = 0.000000, total_loss = 44.306324
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 37.437386, iou_loss = 0.000000, total_loss = 37.437386
total_bbox = 8350, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.347826), count: 2, class_loss = 91.128555, iou_loss = 1.306252, total_loss = 92.434807
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.378555, iou_loss = 0.000000, total_loss = 39.378555
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 35.372383, iou_loss = 0.000000, total_loss = 35.372383
total_bbox = 8352, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.223661), count: 2, class_loss = 93.279663, iou_loss = 3.930771, total_loss = 97.210434
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 48.070530, iou_loss = 0.000000, total_loss = 48.070530
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 45.000912, iou_loss = 0.000000, total_loss = 45.000912
total_bbox = 8354, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.423440), count: 2, class_loss = 92.894531, iou_loss = 2.574570, total_loss = 95.469101
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 48.033031, iou_loss = 0.000000, total_loss = 48.033031
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 43.977470, iou_loss = 0.000000, total_loss = 43.977470
total_bbox = 8356, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.830005), count: 2, class_loss = 92.195351, iou_loss = 0.231171, total_loss = 92.426521
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 43.822224, iou_loss = 0.000000, total_loss = 43.822224
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 37.970238, iou_loss = 0.000000, total_loss = 37.970238
total_bbox = 8358, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.314431), count: 2, class_loss = 94.211449, iou_loss = 1.513687, total_loss = 95.725136
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.826542, iou_loss = 0.000000, total_loss = 42.826542
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 37.706161, iou_loss = 0.000000, total_loss = 37.706161
total_bbox = 8360, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.379236), count: 2, class_loss = 91.043869, iou_loss = 1.067741, total_loss = 92.111610
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 43.150925, iou_loss = 0.000000, total_loss = 43.150925
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 38.823715, iou_loss = 0.000000, total_loss = 38.823715
total_bbox = 8362, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.464278), count: 2, class_loss = 93.629738, iou_loss = 1.678017, total_loss = 95.307755
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 46.631252, iou_loss = 0.000000, total_loss = 46.631252
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 41.978294, iou_loss = 0.000000, total_loss = 41.978294
total_bbox = 8364, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.458746), count: 2, class_loss = 90.484726, iou_loss = 0.652786, total_loss = 91.137512
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 41.764145, iou_loss = 0.000000, total_loss = 41.764145
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.127983, iou_loss = 0.000000, total_loss = 36.127983
total_bbox = 8366, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.450211), count: 2, class_loss = 91.780579, iou_loss = 0.839943, total_loss = 92.620522
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 46.704960, iou_loss = 0.000000, total_loss = 46.704960
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 39.182770, iou_loss = 0.000000, total_loss = 39.182770
total_bbox = 8368, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;131/500200: loss=58.3 hours left=2085.3
131: 58.271267, 186.456772 avg loss, 0.000000 rate, 8.372657 seconds, 8384 images, 2085.292047 hours left
Loaded: 0.000060 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.449651), count: 2, class_loss = 87.744949, iou_loss = 0.710915, total_loss = 88.455864
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.813385, iou_loss = 0.000000, total_loss = 37.813385
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.544930, iou_loss = 0.000000, total_loss = 33.544930
total_bbox = 8370, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.340719), count: 2, class_loss = 87.741478, iou_loss = 1.085388, total_loss = 88.826866
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.260342, iou_loss = 0.000000, total_loss = 39.260342
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.459682, iou_loss = 0.000000, total_loss = 33.459682
total_bbox = 8372, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.497988), count: 2, class_loss = 91.640945, iou_loss = 0.731087, total_loss = 92.372032
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 45.970818, iou_loss = 0.000000, total_loss = 45.970818
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 50.244083, iou_loss = 0.000000, total_loss = 50.244083
total_bbox = 8374, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.164222), count: 2, class_loss = 90.267044, iou_loss = 2.362045, total_loss = 92.629089
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.237785, iou_loss = 0.000000, total_loss = 37.237785
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.769924, iou_loss = 0.000000, total_loss = 31.769924
total_bbox = 8376, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.614509), count: 2, class_loss = 87.859650, iou_loss = 0.574913, total_loss = 88.434563
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 38.072617, iou_loss = 0.000000, total_loss = 38.072617
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.305298, iou_loss = 0.000000, total_loss = 33.305298
total_bbox = 8378, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.550445), count: 2, class_loss = 88.836060, iou_loss = 0.860977, total_loss = 89.697037
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.877113, iou_loss = 0.000000, total_loss = 40.877113
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 38.234951, iou_loss = 0.000000, total_loss = 38.234951
total_bbox = 8380, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.347441), count: 2, class_loss = 87.940056, iou_loss = 3.459480, total_loss = 91.399536
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.745140, iou_loss = 0.000000, total_loss = 40.745140
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.887913, iou_loss = 0.000000, total_loss = 34.887913
total_bbox = 8382, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.311405), count: 2, class_loss = 89.955017, iou_loss = 1.895073, total_loss = 91.850090
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 40.148808, iou_loss = 0.000000, total_loss = 40.148808
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.634941, iou_loss = 0.000000, total_loss = 34.634941
total_bbox = 8384, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.546357), count: 2, class_loss = 87.907646, iou_loss = 0.417976, total_loss = 88.325623
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 38.342567, iou_loss = 0.000000, total_loss = 38.342567
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.995949, iou_loss = 0.000000, total_loss = 32.995949
total_bbox = 8386, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.555583), count: 2, class_loss = 88.259537, iou_loss = 0.612160, total_loss = 88.871696
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.475700, iou_loss = 0.000000, total_loss = 39.475700
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.619522, iou_loss = 0.000000, total_loss = 33.619522
total_bbox = 8388, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.422035), count: 2, class_loss = 87.847763, iou_loss = 0.844872, total_loss = 88.692635
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.000534, iou_loss = 0.000000, total_loss = 37.000534
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.103455, iou_loss = 0.000000, total_loss = 33.103455
total_bbox = 8390, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.606774), count: 2, class_loss = 88.541183, iou_loss = 0.607796, total_loss = 89.148979
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 38.680904, iou_loss = 0.000000, total_loss = 38.680904
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.557598, iou_loss = 0.000000, total_loss = 32.557598
total_bbox = 8392, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.434648), count: 2, class_loss = 89.955627, iou_loss = 0.653740, total_loss = 90.609367
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 36.974590, iou_loss = 0.000000, total_loss = 36.974590
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.453117, iou_loss = 0.000000, total_loss = 32.453117
total_bbox = 8394, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.479000), count: 2, class_loss = 88.169930, iou_loss = 0.862991, total_loss = 89.032921
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.251331, iou_loss = 0.000000, total_loss = 37.251331
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.542154, iou_loss = 0.000000, total_loss = 31.542154
total_bbox = 8396, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.448407), count: 2, class_loss = 90.075371, iou_loss = 0.767685, total_loss = 90.843056
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 38.652874, iou_loss = 0.000000, total_loss = 38.652874
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.942909, iou_loss = 0.000000, total_loss = 32.942909
total_bbox = 8398, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.512738), count: 2, class_loss = 91.268257, iou_loss = 0.794304, total_loss = 92.062561
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.561939, iou_loss = 0.000000, total_loss = 37.561939
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.742123, iou_loss = 0.000000, total_loss = 32.742123
total_bbox = 8400, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.433576), count: 2, class_loss = 88.501656, iou_loss = 0.821487, total_loss = 89.323143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.295666, iou_loss = 0.000000, total_loss = 39.295666
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.628910, iou_loss = 0.000000, total_loss = 34.628910
total_bbox = 8402, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.281946), count: 2, class_loss = 88.858894, iou_loss = 1.798073, total_loss = 90.656967
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 38.744476, iou_loss = 0.000000, total_loss = 38.744476
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.518044, iou_loss = 0.000000, total_loss = 34.518044
total_bbox = 8404, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.447223), count: 2, class_loss = 89.121277, iou_loss = 0.889061, total_loss = 90.010338
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 38.106861, iou_loss = 0.000000, total_loss = 38.106861
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.602264, iou_loss = 0.000000, total_loss = 34.602264
total_bbox = 8406, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392817), count: 2, class_loss = 90.593948, iou_loss = 1.224373, total_loss = 91.818321
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.542839, iou_loss = 0.000000, total_loss = 39.542839
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.931065, iou_loss = 0.000000, total_loss = 33.931065
total_bbox = 8408, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.450863), count: 2, class_loss = 89.217026, iou_loss = 1.522316, total_loss = 90.739342
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.726803, iou_loss = 0.000000, total_loss = 39.726803
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.134571, iou_loss = 0.000000, total_loss = 34.134571
total_bbox = 8410, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.574531), count: 2, class_loss = 91.361916, iou_loss = 0.930511, total_loss = 92.292427
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.458424, iou_loss = 0.000000, total_loss = 39.458424
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.159798, iou_loss = 0.000000, total_loss = 34.159798
total_bbox = 8412, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.334128), count: 2, class_loss = 89.219772, iou_loss = 1.379868, total_loss = 90.599640
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.250732, iou_loss = 0.000000, total_loss = 37.250732
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.154255, iou_loss = 0.000000, total_loss = 34.154255
total_bbox = 8414, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.502969), count: 2, class_loss = 90.885674, iou_loss = 1.445648, total_loss = 92.331322
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.784927, iou_loss = 0.000000, total_loss = 37.784927
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.876120, iou_loss = 0.000000, total_loss = 31.876120
total_bbox = 8416, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.503053), count: 2, class_loss = 90.254089, iou_loss = 0.757492, total_loss = 91.011581
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.542309, iou_loss = 0.000000, total_loss = 37.542309
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.897022, iou_loss = 0.000000, total_loss = 32.897022
total_bbox = 8418, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424637), count: 2, class_loss = 88.395439, iou_loss = 0.704704, total_loss = 89.100143
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.734547, iou_loss = 0.000000, total_loss = 37.734547
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.753662, iou_loss = 0.000000, total_loss = 32.753662
total_bbox = 8420, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.239688), count: 2, class_loss = 89.811127, iou_loss = 1.991234, total_loss = 91.802361
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.018787, iou_loss = 0.000000, total_loss = 39.018787
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.976673, iou_loss = 0.000000, total_loss = 34.976673
total_bbox = 8422, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.484335), count: 2, class_loss = 96.077065, iou_loss = 1.361298, total_loss = 97.438362
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 41.586964, iou_loss = 0.000000, total_loss = 41.586964
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.921780, iou_loss = 0.000000, total_loss = 36.921780
total_bbox = 8424, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.442441), count: 2, class_loss = 84.736084, iou_loss = 0.702568, total_loss = 85.438652
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.204082, iou_loss = 0.000000, total_loss = 37.204082
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.096699, iou_loss = 0.000000, total_loss = 32.096699
total_bbox = 8426, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.371654), count: 2, class_loss = 91.831238, iou_loss = 1.188141, total_loss = 93.019379
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 41.651848, iou_loss = 0.000000, total_loss = 41.651848
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.014320, iou_loss = 0.000000, total_loss = 36.014320
total_bbox = 8428, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.702969), count: 2, class_loss = 87.118988, iou_loss = 0.120186, total_loss = 87.239174
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.032009, iou_loss = 0.000000, total_loss = 39.032009
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.933353, iou_loss = 0.000000, total_loss = 32.933353
total_bbox = 8430, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.771961), count: 2, class_loss = 89.103493, iou_loss = 0.321121, total_loss = 89.424614
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.846897, iou_loss = 0.000000, total_loss = 37.846897
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.862831, iou_loss = 0.000000, total_loss = 32.862831
total_bbox = 8432, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;132/500200: loss=54.5 hours left=2076.1
132: 54.527008, 173.263794 avg loss, 0.000000 rate, 8.420256 seconds, 8448 images, 2076.069484 hours left
Loaded: 0.000059 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.313691), count: 2, class_loss = 86.974922, iou_loss = 1.349678, total_loss = 88.324600
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.356598, iou_loss = 0.000000, total_loss = 35.356598
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.528673, iou_loss = 0.000000, total_loss = 30.528673
total_bbox = 8434, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.288961), count: 2, class_loss = 84.126785, iou_loss = 1.322319, total_loss = 85.449104
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.117756, iou_loss = 0.000000, total_loss = 33.117756
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.965088, iou_loss = 0.000000, total_loss = 28.965088
total_bbox = 8436, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.609428), count: 2, class_loss = 88.934059, iou_loss = 0.404373, total_loss = 89.338432
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.345776, iou_loss = 0.000000, total_loss = 39.345776
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.274643, iou_loss = 0.000000, total_loss = 34.274643
total_bbox = 8438, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.336182), count: 2, class_loss = 88.160950, iou_loss = 2.483871, total_loss = 90.644821
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.660007, iou_loss = 0.000000, total_loss = 39.660007
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.791759, iou_loss = 0.000000, total_loss = 33.791759
total_bbox = 8440, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.436017), count: 2, class_loss = 87.765129, iou_loss = 0.633049, total_loss = 88.398178
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.987602, iou_loss = 0.000000, total_loss = 35.987602
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.315088, iou_loss = 0.000000, total_loss = 30.315088
total_bbox = 8442, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.370482), count: 2, class_loss = 86.869720, iou_loss = 0.990280, total_loss = 87.860001
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.387249, iou_loss = 0.000000, total_loss = 35.387249
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.562004, iou_loss = 0.000000, total_loss = 30.562004
total_bbox = 8444, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.540846), count: 2, class_loss = 86.362137, iou_loss = 0.811607, total_loss = 87.173744
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 42.088837, iou_loss = 0.000000, total_loss = 42.088837
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.255627, iou_loss = 0.000000, total_loss = 36.255627
total_bbox = 8446, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.552788), count: 2, class_loss = 85.671005, iou_loss = 0.481018, total_loss = 86.152023
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.552437, iou_loss = 0.000000, total_loss = 34.552437
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.240820, iou_loss = 0.000000, total_loss = 29.240820
total_bbox = 8448, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.640532), count: 2, class_loss = 85.741928, iou_loss = 0.328377, total_loss = 86.070305
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 36.624706, iou_loss = 0.000000, total_loss = 36.624706
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.209581, iou_loss = 0.000000, total_loss = 31.209581
total_bbox = 8450, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.224479), count: 2, class_loss = 85.790413, iou_loss = 3.247444, total_loss = 89.037857
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.371250, iou_loss = 0.000000, total_loss = 37.371250
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.812481, iou_loss = 0.000000, total_loss = 34.812481
total_bbox = 8452, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392736), count: 2, class_loss = 86.697716, iou_loss = 1.388458, total_loss = 88.086174
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.753246, iou_loss = 0.000000, total_loss = 35.753246
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.045694, iou_loss = 0.000000, total_loss = 31.045694
total_bbox = 8454, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.495027), count: 2, class_loss = 86.707321, iou_loss = 0.749313, total_loss = 87.456635
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.651928, iou_loss = 0.000000, total_loss = 33.651928
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.820900, iou_loss = 0.000000, total_loss = 29.820900
total_bbox = 8456, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.718866), count: 2, class_loss = 87.809509, iou_loss = 0.179314, total_loss = 87.988823
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.559399, iou_loss = 0.000000, total_loss = 35.559399
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.728432, iou_loss = 0.000000, total_loss = 30.728432
total_bbox = 8458, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.581618), count: 2, class_loss = 87.800911, iou_loss = 0.579590, total_loss = 88.380501
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.658546, iou_loss = 0.000000, total_loss = 37.658546
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.529942, iou_loss = 0.000000, total_loss = 33.529942
total_bbox = 8460, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.287815), count: 2, class_loss = 89.135330, iou_loss = 6.395744, total_loss = 95.531075
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 43.400555, iou_loss = 0.000000, total_loss = 43.400555
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 45.465523, iou_loss = 0.000000, total_loss = 45.465523
total_bbox = 8462, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.502289), count: 2, class_loss = 82.807228, iou_loss = 0.580956, total_loss = 83.388184
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.103844, iou_loss = 0.000000, total_loss = 35.103844
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.154610, iou_loss = 0.000000, total_loss = 30.154610
total_bbox = 8464, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.562778), count: 2, class_loss = 85.380836, iou_loss = 0.959610, total_loss = 86.340446
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.200062, iou_loss = 0.000000, total_loss = 35.200062
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.876837, iou_loss = 0.000000, total_loss = 29.876837
total_bbox = 8466, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.617060), count: 2, class_loss = 85.532410, iou_loss = 0.569626, total_loss = 86.102036
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.634232, iou_loss = 0.000000, total_loss = 33.634232
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.693047, iou_loss = 0.000000, total_loss = 29.693047
total_bbox = 8468, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.491858), count: 2, class_loss = 87.220673, iou_loss = 1.399445, total_loss = 88.620117
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 36.691780, iou_loss = 0.000000, total_loss = 36.691780
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.791866, iou_loss = 0.000000, total_loss = 32.791866
total_bbox = 8470, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.347790), count: 2, class_loss = 87.847397, iou_loss = 1.708549, total_loss = 89.555946
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.075550, iou_loss = 0.000000, total_loss = 39.075550
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 37.469105, iou_loss = 0.000000, total_loss = 37.469105
total_bbox = 8472, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.429308), count: 2, class_loss = 84.742950, iou_loss = 1.099373, total_loss = 85.842323
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.040016, iou_loss = 0.000000, total_loss = 35.040016
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.370893, iou_loss = 0.000000, total_loss = 29.370893
total_bbox = 8474, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.526133), count: 2, class_loss = 84.711250, iou_loss = 0.662758, total_loss = 85.374008
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.391949, iou_loss = 0.000000, total_loss = 34.391949
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.274008, iou_loss = 0.000000, total_loss = 29.274008
total_bbox = 8476, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.461643), count: 2, class_loss = 83.414368, iou_loss = 0.586868, total_loss = 84.001236
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.051346, iou_loss = 0.000000, total_loss = 34.051346
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.074654, iou_loss = 0.000000, total_loss = 29.074654
total_bbox = 8478, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.309737), count: 2, class_loss = 91.443832, iou_loss = 9.199112, total_loss = 100.642944
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 41.402763, iou_loss = 0.000000, total_loss = 41.402763
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 38.444160, iou_loss = 0.000000, total_loss = 38.444160
total_bbox = 8480, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.247484), count: 2, class_loss = 88.717850, iou_loss = 3.794426, total_loss = 92.512276
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.822868, iou_loss = 0.000000, total_loss = 35.822868
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.172665, iou_loss = 0.000000, total_loss = 30.172665
total_bbox = 8482, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.567557), count: 2, class_loss = 86.391205, iou_loss = 0.669525, total_loss = 87.060730
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 37.118355, iou_loss = 0.000000, total_loss = 37.118355
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.583340, iou_loss = 0.000000, total_loss = 31.583340
total_bbox = 8484, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.618144), count: 2, class_loss = 85.905876, iou_loss = 0.583885, total_loss = 86.489761
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 36.998108, iou_loss = 0.000000, total_loss = 36.998108
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 32.651291, iou_loss = 0.000000, total_loss = 32.651291
total_bbox = 8486, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.358718), count: 2, class_loss = 86.243195, iou_loss = 1.268509, total_loss = 87.511703
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.853054, iou_loss = 0.000000, total_loss = 35.853054
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.124605, iou_loss = 0.000000, total_loss = 31.124605
total_bbox = 8488, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.382177), count: 2, class_loss = 87.131821, iou_loss = 1.599342, total_loss = 88.731163
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.602737, iou_loss = 0.000000, total_loss = 39.602737
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 33.744572, iou_loss = 0.000000, total_loss = 33.744572
total_bbox = 8490, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.514839), count: 2, class_loss = 89.043266, iou_loss = 1.260918, total_loss = 90.304184
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.809345, iou_loss = 0.000000, total_loss = 39.809345
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.235023, iou_loss = 0.000000, total_loss = 34.235023
total_bbox = 8492, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.320460), count: 2, class_loss = 90.412704, iou_loss = 1.316895, total_loss = 91.729599
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.734470, iou_loss = 0.000000, total_loss = 39.734470
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 36.077221, iou_loss = 0.000000, total_loss = 36.077221
total_bbox = 8494, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.538019), count: 2, class_loss = 89.929207, iou_loss = 0.959274, total_loss = 90.888481
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 39.369568, iou_loss = 0.000000, total_loss = 39.369568
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 34.387756, iou_loss = 0.000000, total_loss = 34.387756
total_bbox = 8496, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;133/500200: loss=52.7 hours left=2067.0
133: 52.667442, 161.204163 avg loss, 0.000000 rate, 8.423468 seconds, 8512 images, 2067.005286 hours left
Loaded: 0.000057 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.437786), count: 2, class_loss = 87.284378, iou_loss = 0.964272, total_loss = 88.248650
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.337894, iou_loss = 0.000000, total_loss = 34.337894
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.265051, iou_loss = 0.000000, total_loss = 30.265051
total_bbox = 8498, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.477250), count: 2, class_loss = 83.108452, iou_loss = 1.443451, total_loss = 84.551903
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.283195, iou_loss = 0.000000, total_loss = 32.283195
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.471376, iou_loss = 0.000000, total_loss = 27.471376
total_bbox = 8500, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.533370), count: 2, class_loss = 84.941200, iou_loss = 0.578186, total_loss = 85.519386
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.488314, iou_loss = 0.000000, total_loss = 31.488314
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.031252, iou_loss = 0.000000, total_loss = 27.031252
total_bbox = 8502, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.365195), count: 2, class_loss = 85.162552, iou_loss = 1.896568, total_loss = 87.059120
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.951565, iou_loss = 0.000000, total_loss = 34.951565
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.391258, iou_loss = 0.000000, total_loss = 30.391258
total_bbox = 8504, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.590814), count: 2, class_loss = 83.026779, iou_loss = 0.327736, total_loss = 83.354515
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.177967, iou_loss = 0.000000, total_loss = 32.177967
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.771330, iou_loss = 0.000000, total_loss = 26.771330
total_bbox = 8506, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.408037), count: 2, class_loss = 84.391762, iou_loss = 1.675903, total_loss = 86.067665
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.605499, iou_loss = 0.000000, total_loss = 32.605499
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.946585, iou_loss = 0.000000, total_loss = 28.946585
total_bbox = 8508, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.387644), count: 2, class_loss = 83.294159, iou_loss = 1.232414, total_loss = 84.526573
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.761387, iou_loss = 0.000000, total_loss = 33.761387
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.878868, iou_loss = 0.000000, total_loss = 28.878868
total_bbox = 8510, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.593219), count: 2, class_loss = 85.336800, iou_loss = 0.986511, total_loss = 86.323311
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.013954, iou_loss = 0.000000, total_loss = 32.013954
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.301044, iou_loss = 0.000000, total_loss = 27.301044
total_bbox = 8512, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.737935), count: 2, class_loss = 84.834099, iou_loss = 0.199669, total_loss = 85.033768
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.842743, iou_loss = 0.000000, total_loss = 34.842743
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.748411, iou_loss = 0.000000, total_loss = 30.748411
total_bbox = 8514, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.518723), count: 2, class_loss = 84.716843, iou_loss = 1.865448, total_loss = 86.582291
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.746704, iou_loss = 0.000000, total_loss = 31.746704
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.862425, iou_loss = 0.000000, total_loss = 26.862425
total_bbox = 8516, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.205297), count: 2, class_loss = 82.495888, iou_loss = 4.780167, total_loss = 87.276054
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.912882, iou_loss = 0.000000, total_loss = 31.912882
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.628544, iou_loss = 0.000000, total_loss = 27.628544
total_bbox = 8518, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392275), count: 2, class_loss = 84.107002, iou_loss = 1.129921, total_loss = 85.236923
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.458057, iou_loss = 0.000000, total_loss = 32.458057
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.120672, iou_loss = 0.000000, total_loss = 28.120672
total_bbox = 8520, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.255067), count: 2, class_loss = 85.320244, iou_loss = 3.047623, total_loss = 88.367867
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.507236, iou_loss = 0.000000, total_loss = 35.507236
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.120914, iou_loss = 0.000000, total_loss = 30.120914
total_bbox = 8522, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.368997), count: 2, class_loss = 83.413063, iou_loss = 1.553970, total_loss = 84.967033
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.169598, iou_loss = 0.000000, total_loss = 32.169598
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.956652, iou_loss = 0.000000, total_loss = 27.956652
total_bbox = 8524, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.396640), count: 2, class_loss = 86.166077, iou_loss = 6.987473, total_loss = 93.153549
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.044800, iou_loss = 0.000000, total_loss = 34.044800
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.181215, iou_loss = 0.000000, total_loss = 28.181215
total_bbox = 8526, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.479717), count: 2, class_loss = 83.543671, iou_loss = 1.101532, total_loss = 84.645203
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.778835, iou_loss = 0.000000, total_loss = 32.778835
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.669008, iou_loss = 0.000000, total_loss = 28.669008
total_bbox = 8528, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.293428), count: 2, class_loss = 84.735016, iou_loss = 1.272049, total_loss = 86.007065
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.407009, iou_loss = 0.000000, total_loss = 32.407009
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.832375, iou_loss = 0.000000, total_loss = 27.832375
total_bbox = 8530, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.362072), count: 2, class_loss = 83.547043, iou_loss = 0.808235, total_loss = 84.355278
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.707830, iou_loss = 0.000000, total_loss = 30.707830
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.910547, iou_loss = 0.000000, total_loss = 26.910547
total_bbox = 8532, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.462393), count: 2, class_loss = 86.293518, iou_loss = 0.787079, total_loss = 87.080597
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.595619, iou_loss = 0.000000, total_loss = 33.595619
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.643633, iou_loss = 0.000000, total_loss = 28.643633
total_bbox = 8534, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.434322), count: 2, class_loss = 83.744934, iou_loss = 1.122490, total_loss = 84.867424
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.384350, iou_loss = 0.000000, total_loss = 32.384350
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.692047, iou_loss = 0.000000, total_loss = 27.692047
total_bbox = 8536, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.303221), count: 2, class_loss = 86.063942, iou_loss = 2.366829, total_loss = 88.430771
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.199665, iou_loss = 0.000000, total_loss = 34.199665
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 30.590981, iou_loss = 0.000000, total_loss = 30.590981
total_bbox = 8538, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.601046), count: 2, class_loss = 83.837196, iou_loss = 0.477524, total_loss = 84.314720
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.209343, iou_loss = 0.000000, total_loss = 33.209343
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.378134, iou_loss = 0.000000, total_loss = 28.378134
total_bbox = 8540, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.551298), count: 2, class_loss = 85.553070, iou_loss = 0.712914, total_loss = 86.265984
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.728905, iou_loss = 0.000000, total_loss = 34.728905
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.403566, iou_loss = 0.000000, total_loss = 28.403566
total_bbox = 8542, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.367181), count: 2, class_loss = 89.787903, iou_loss = 1.755280, total_loss = 91.543182
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 36.779591, iou_loss = 0.000000, total_loss = 36.779591
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.769676, iou_loss = 0.000000, total_loss = 31.769676
total_bbox = 8544, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.250434), count: 2, class_loss = 86.284599, iou_loss = 5.162605, total_loss = 91.447205
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.425369, iou_loss = 0.000000, total_loss = 32.425369
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.931007, iou_loss = 0.000000, total_loss = 27.931007
total_bbox = 8546, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.468163), count: 2, class_loss = 84.210503, iou_loss = 0.488274, total_loss = 84.698776
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.152763, iou_loss = 0.000000, total_loss = 32.152763
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.397596, iou_loss = 0.000000, total_loss = 27.397596
total_bbox = 8548, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.590859), count: 2, class_loss = 83.576317, iou_loss = 0.569626, total_loss = 84.145943
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.903755, iou_loss = 0.000000, total_loss = 33.903755
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.385729, iou_loss = 0.000000, total_loss = 29.385729
total_bbox = 8550, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.496609), count: 2, class_loss = 82.271652, iou_loss = 0.645813, total_loss = 82.917465
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.642962, iou_loss = 0.000000, total_loss = 30.642962
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.472610, iou_loss = 0.000000, total_loss = 26.472610
total_bbox = 8552, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.406173), count: 2, class_loss = 85.055389, iou_loss = 1.490730, total_loss = 86.546120
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.918541, iou_loss = 0.000000, total_loss = 33.918541
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.399305, iou_loss = 0.000000, total_loss = 28.399305
total_bbox = 8554, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.469133), count: 2, class_loss = 88.463379, iou_loss = 1.575706, total_loss = 90.039085
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 35.859509, iou_loss = 0.000000, total_loss = 35.859509
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.296818, iou_loss = 0.000000, total_loss = 31.296818
total_bbox = 8556, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.480149), count: 2, class_loss = 85.352501, iou_loss = 0.550201, total_loss = 85.902702
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.924244, iou_loss = 0.000000, total_loss = 32.924244
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.575809, iou_loss = 0.000000, total_loss = 27.575809
total_bbox = 8558, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.536462), count: 2, class_loss = 86.975906, iou_loss = 1.229607, total_loss = 88.205513
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 32.524456, iou_loss = 0.000000, total_loss = 32.524456
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.601067, iou_loss = 0.000000, total_loss = 27.601067
total_bbox = 8560, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;134/500200: loss=49.4 hours left=2058.0
134: 49.382832, 150.022034 avg loss, 0.000000 rate, 8.446699 seconds, 8576 images, 2058.036155 hours left
Loaded: 0.000063 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.584023), count: 2, class_loss = 82.563034, iou_loss = 0.497467, total_loss = 83.060501
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.537308, iou_loss = 0.000000, total_loss = 29.537308
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.316168, iou_loss = 0.000000, total_loss = 25.316168
total_bbox = 8562, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.470678), count: 2, class_loss = 83.746346, iou_loss = 0.606728, total_loss = 84.353073
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.924667, iou_loss = 0.000000, total_loss = 29.924667
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.027302, iou_loss = 0.000000, total_loss = 25.027302
total_bbox = 8564, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.405977), count: 2, class_loss = 82.815163, iou_loss = 1.153030, total_loss = 83.968193
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.229309, iou_loss = 0.000000, total_loss = 29.229309
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.350666, iou_loss = 0.000000, total_loss = 25.350666
total_bbox = 8566, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.611296), count: 2, class_loss = 78.988419, iou_loss = 0.429092, total_loss = 79.417511
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.995701, iou_loss = 0.000000, total_loss = 28.995701
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.207657, iou_loss = 0.000000, total_loss = 24.207657
total_bbox = 8568, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.521314), count: 2, class_loss = 82.446808, iou_loss = 0.567474, total_loss = 83.014282
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.744875, iou_loss = 0.000000, total_loss = 28.744875
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.411800, iou_loss = 0.000000, total_loss = 25.411800
total_bbox = 8570, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.387018), count: 2, class_loss = 83.921768, iou_loss = 1.069099, total_loss = 84.990868
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.228270, iou_loss = 0.000000, total_loss = 31.228270
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 28.081182, iou_loss = 0.000000, total_loss = 28.081182
total_bbox = 8572, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.616564), count: 2, class_loss = 82.070282, iou_loss = 0.535583, total_loss = 82.605865
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.588274, iou_loss = 0.000000, total_loss = 31.588274
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.565414, iou_loss = 0.000000, total_loss = 26.565414
total_bbox = 8574, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424147), count: 2, class_loss = 79.499481, iou_loss = 1.550568, total_loss = 81.050049
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.127672, iou_loss = 0.000000, total_loss = 28.127672
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.327770, iou_loss = 0.000000, total_loss = 24.327770
total_bbox = 8576, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.645592), count: 2, class_loss = 81.615990, iou_loss = 1.210487, total_loss = 82.826477
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.156368, iou_loss = 0.000000, total_loss = 30.156368
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.420359, iou_loss = 0.000000, total_loss = 26.420359
total_bbox = 8578, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.236667), count: 2, class_loss = 80.829514, iou_loss = 2.295692, total_loss = 83.125206
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.501724, iou_loss = 0.000000, total_loss = 29.501724
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.162064, iou_loss = 0.000000, total_loss = 24.162064
total_bbox = 8580, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.460634), count: 2, class_loss = 87.510933, iou_loss = 0.550941, total_loss = 88.061874
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.349716, iou_loss = 0.000000, total_loss = 34.349716
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 31.127388, iou_loss = 0.000000, total_loss = 31.127388
total_bbox = 8582, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.191758), count: 2, class_loss = 84.688095, iou_loss = 3.169556, total_loss = 87.857651
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 34.323196, iou_loss = 0.000000, total_loss = 34.323196
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.084095, iou_loss = 0.000000, total_loss = 29.084095
total_bbox = 8584, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.323807), count: 2, class_loss = 83.113487, iou_loss = 1.729736, total_loss = 84.843224
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.636404, iou_loss = 0.000000, total_loss = 30.636404
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.454477, iou_loss = 0.000000, total_loss = 26.454477
total_bbox = 8586, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.135897), count: 2, class_loss = 83.463974, iou_loss = 6.724037, total_loss = 90.188011
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.260502, iou_loss = 0.000000, total_loss = 31.260502
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.537418, iou_loss = 0.000000, total_loss = 29.537418
total_bbox = 8588, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.449744), count: 2, class_loss = 80.862053, iou_loss = 1.234390, total_loss = 82.096443
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.737309, iou_loss = 0.000000, total_loss = 29.737309
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.809994, iou_loss = 0.000000, total_loss = 24.809994
total_bbox = 8590, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.494078), count: 2, class_loss = 80.424446, iou_loss = 0.956551, total_loss = 81.380997
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.050116, iou_loss = 0.000000, total_loss = 30.050116
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.929379, iou_loss = 0.000000, total_loss = 25.929379
total_bbox = 8592, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.327085), count: 2, class_loss = 79.715340, iou_loss = 1.609863, total_loss = 81.325203
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.784311, iou_loss = 0.000000, total_loss = 30.784311
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.366093, iou_loss = 0.000000, total_loss = 27.366093
total_bbox = 8594, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.597400), count: 2, class_loss = 82.196129, iou_loss = 1.140663, total_loss = 83.336792
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.560507, iou_loss = 0.000000, total_loss = 31.560507
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.485165, iou_loss = 0.000000, total_loss = 26.485165
total_bbox = 8596, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.347947), count: 2, class_loss = 81.853928, iou_loss = 1.390671, total_loss = 83.244598
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.169085, iou_loss = 0.000000, total_loss = 28.169085
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.255255, iou_loss = 0.000000, total_loss = 25.255255
total_bbox = 8598, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.416985), count: 2, class_loss = 83.401283, iou_loss = 0.619247, total_loss = 84.020531
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.926737, iou_loss = 0.000000, total_loss = 29.926737
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.507427, iou_loss = 0.000000, total_loss = 25.507427
total_bbox = 8600, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.451365), count: 2, class_loss = 82.879402, iou_loss = 1.023277, total_loss = 83.902679
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.082121, iou_loss = 0.000000, total_loss = 30.082121
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.819046, iou_loss = 0.000000, total_loss = 25.819046
total_bbox = 8602, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.425208), count: 2, class_loss = 81.606712, iou_loss = 0.951591, total_loss = 82.558304
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.212420, iou_loss = 0.000000, total_loss = 30.212420
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.003927, iou_loss = 0.000000, total_loss = 26.003927
total_bbox = 8604, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.438857), count: 2, class_loss = 80.709175, iou_loss = 1.056076, total_loss = 81.765251
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.260328, iou_loss = 0.000000, total_loss = 29.260328
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.736073, iou_loss = 0.000000, total_loss = 25.736073
total_bbox = 8606, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.411735), count: 2, class_loss = 82.467346, iou_loss = 1.799332, total_loss = 84.266678
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.519684, iou_loss = 0.000000, total_loss = 30.519684
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 27.386826, iou_loss = 0.000000, total_loss = 27.386826
total_bbox = 8608, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.305378), count: 2, class_loss = 81.182045, iou_loss = 1.332489, total_loss = 82.514534
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.500793, iou_loss = 0.000000, total_loss = 28.500793
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.877060, iou_loss = 0.000000, total_loss = 24.877060
total_bbox = 8610, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.346736), count: 2, class_loss = 81.852386, iou_loss = 1.688370, total_loss = 83.540756
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.880184, iou_loss = 0.000000, total_loss = 28.880184
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.212877, iou_loss = 0.000000, total_loss = 25.212877
total_bbox = 8612, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.680908), count: 2, class_loss = 85.465027, iou_loss = 0.608665, total_loss = 86.073692
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.158607, iou_loss = 0.000000, total_loss = 31.158607
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.958626, iou_loss = 0.000000, total_loss = 26.958626
total_bbox = 8614, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.187470), count: 2, class_loss = 81.318008, iou_loss = 4.192909, total_loss = 85.510918
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.712038, iou_loss = 0.000000, total_loss = 30.712038
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.168232, iou_loss = 0.000000, total_loss = 25.168232
total_bbox = 8616, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.520260), count: 2, class_loss = 84.559410, iou_loss = 0.599037, total_loss = 85.158447
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.705715, iou_loss = 0.000000, total_loss = 28.705715
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.040613, iou_loss = 0.000000, total_loss = 25.040613
total_bbox = 8618, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.364763), count: 2, class_loss = 82.773102, iou_loss = 1.333206, total_loss = 84.106308
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.489073, iou_loss = 0.000000, total_loss = 28.489073
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.792959, iou_loss = 0.000000, total_loss = 24.792959
total_bbox = 8620, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.287525), count: 2, class_loss = 81.796478, iou_loss = 2.367828, total_loss = 84.164307
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.850815, iou_loss = 0.000000, total_loss = 28.850815
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.605577, iou_loss = 0.000000, total_loss = 24.605577
total_bbox = 8622, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.384791), count: 2, class_loss = 81.895020, iou_loss = 1.613503, total_loss = 83.508522
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 30.816797, iou_loss = 0.000000, total_loss = 30.816797
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.289103, iou_loss = 0.000000, total_loss = 25.289103
total_bbox = 8624, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;135/500200: loss=46.7 hours left=2049.2
135: 46.658085, 139.685638 avg loss, 0.000000 rate, 8.421664 seconds, 8640 images, 2049.188976 hours left
Loaded: 0.000058 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.361718), count: 2, class_loss = 78.105698, iou_loss = 1.357292, total_loss = 79.462990
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.114904, iou_loss = 0.000000, total_loss = 27.114904
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.916351, iou_loss = 0.000000, total_loss = 23.916351
total_bbox = 8626, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.318589), count: 2, class_loss = 83.611313, iou_loss = 4.292320, total_loss = 87.903633
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.542109, iou_loss = 0.000000, total_loss = 31.542109
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.719894, iou_loss = 0.000000, total_loss = 26.719894
total_bbox = 8628, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.265777), count: 2, class_loss = 81.396065, iou_loss = 1.809814, total_loss = 83.205879
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.476896, iou_loss = 0.000000, total_loss = 27.476896
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.587395, iou_loss = 0.000000, total_loss = 23.587395
total_bbox = 8630, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.278780), count: 2, class_loss = 79.507378, iou_loss = 2.353661, total_loss = 81.861038
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.813021, iou_loss = 0.000000, total_loss = 26.813021
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.893620, iou_loss = 0.000000, total_loss = 22.893620
total_bbox = 8632, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.499781), count: 2, class_loss = 79.433380, iou_loss = 1.028252, total_loss = 80.461632
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.952024, iou_loss = 0.000000, total_loss = 27.952024
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.381250, iou_loss = 0.000000, total_loss = 23.381250
total_bbox = 8634, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.538960), count: 2, class_loss = 80.114471, iou_loss = 1.023979, total_loss = 81.138451
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.621334, iou_loss = 0.000000, total_loss = 28.621334
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.955978, iou_loss = 0.000000, total_loss = 24.955978
total_bbox = 8636, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.330465), count: 2, class_loss = 80.233704, iou_loss = 1.455383, total_loss = 81.689087
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.540874, iou_loss = 0.000000, total_loss = 26.540874
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.004644, iou_loss = 0.000000, total_loss = 23.004644
total_bbox = 8638, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424547), count: 2, class_loss = 79.905960, iou_loss = 1.112068, total_loss = 81.018028
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.277596, iou_loss = 0.000000, total_loss = 29.277596
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.505630, iou_loss = 0.000000, total_loss = 24.505630
total_bbox = 8640, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.215375), count: 2, class_loss = 80.185112, iou_loss = 2.999397, total_loss = 83.184509
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.738956, iou_loss = 0.000000, total_loss = 29.738956
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 26.677624, iou_loss = 0.000000, total_loss = 26.677624
total_bbox = 8642, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.250167), count: 2, class_loss = 80.358742, iou_loss = 1.392479, total_loss = 81.751221
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.583080, iou_loss = 0.000000, total_loss = 26.583080
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.784920, iou_loss = 0.000000, total_loss = 22.784920
total_bbox = 8644, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.293642), count: 2, class_loss = 80.141617, iou_loss = 1.852142, total_loss = 81.993759
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.267813, iou_loss = 0.000000, total_loss = 28.267813
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.673103, iou_loss = 0.000000, total_loss = 23.673103
total_bbox = 8646, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.574840), count: 2, class_loss = 80.677155, iou_loss = 0.790482, total_loss = 81.467636
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.896357, iou_loss = 0.000000, total_loss = 26.896357
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.183865, iou_loss = 0.000000, total_loss = 23.183865
total_bbox = 8648, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.291998), count: 2, class_loss = 80.832550, iou_loss = 1.142921, total_loss = 81.975471
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.116287, iou_loss = 0.000000, total_loss = 27.116287
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.908068, iou_loss = 0.000000, total_loss = 22.908068
total_bbox = 8650, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.348040), count: 2, class_loss = 81.169067, iou_loss = 1.191406, total_loss = 82.360474
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.050552, iou_loss = 0.000000, total_loss = 26.050552
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.075294, iou_loss = 0.000000, total_loss = 22.075294
total_bbox = 8652, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.528042), count: 2, class_loss = 78.603333, iou_loss = 0.797005, total_loss = 79.400337
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.174023, iou_loss = 0.000000, total_loss = 27.174023
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.071447, iou_loss = 0.000000, total_loss = 23.071447
total_bbox = 8654, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.439534), count: 2, class_loss = 82.214005, iou_loss = 1.244217, total_loss = 83.458221
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.776009, iou_loss = 0.000000, total_loss = 26.776009
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.757759, iou_loss = 0.000000, total_loss = 22.757759
total_bbox = 8656, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.350913), count: 2, class_loss = 80.431450, iou_loss = 4.689240, total_loss = 85.120689
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.701916, iou_loss = 0.000000, total_loss = 27.701916
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.498865, iou_loss = 0.000000, total_loss = 24.498865
total_bbox = 8658, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.216115), count: 2, class_loss = 79.296753, iou_loss = 2.194443, total_loss = 81.491196
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.613895, iou_loss = 0.000000, total_loss = 26.613895
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.771460, iou_loss = 0.000000, total_loss = 22.771460
total_bbox = 8660, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.498680), count: 2, class_loss = 80.479263, iou_loss = 0.817017, total_loss = 81.296280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.533911, iou_loss = 0.000000, total_loss = 28.533911
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.311733, iou_loss = 0.000000, total_loss = 24.311733
total_bbox = 8662, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.289819), count: 2, class_loss = 79.522858, iou_loss = 1.035721, total_loss = 80.558578
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.570135, iou_loss = 0.000000, total_loss = 26.570135
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.331896, iou_loss = 0.000000, total_loss = 23.331896
total_bbox = 8664, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.504875), count: 2, class_loss = 81.845764, iou_loss = 0.621613, total_loss = 82.467377
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.298061, iou_loss = 0.000000, total_loss = 26.298061
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.622982, iou_loss = 0.000000, total_loss = 22.622982
total_bbox = 8666, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.179224), count: 2, class_loss = 83.014427, iou_loss = 4.105392, total_loss = 87.119820
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.759951, iou_loss = 0.000000, total_loss = 26.759951
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.528589, iou_loss = 0.000000, total_loss = 22.528589
total_bbox = 8668, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.426007), count: 2, class_loss = 82.060623, iou_loss = 1.181442, total_loss = 83.242065
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.729031, iou_loss = 0.000000, total_loss = 28.729031
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.315451, iou_loss = 0.000000, total_loss = 24.315451
total_bbox = 8670, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.373238), count: 2, class_loss = 81.163246, iou_loss = 1.568558, total_loss = 82.731804
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.838964, iou_loss = 0.000000, total_loss = 28.838964
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.545683, iou_loss = 0.000000, total_loss = 24.545683
total_bbox = 8672, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.325245), count: 2, class_loss = 82.111206, iou_loss = 1.289330, total_loss = 83.400536
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.238224, iou_loss = 0.000000, total_loss = 31.238224
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.670511, iou_loss = 0.000000, total_loss = 25.670511
total_bbox = 8674, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.338120), count: 2, class_loss = 82.119659, iou_loss = 1.738754, total_loss = 83.858414
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.293573, iou_loss = 0.000000, total_loss = 27.293573
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.182228, iou_loss = 0.000000, total_loss = 23.182228
total_bbox = 8676, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.272510), count: 2, class_loss = 81.819031, iou_loss = 2.433838, total_loss = 84.252869
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.695419, iou_loss = 0.000000, total_loss = 28.695419
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.554518, iou_loss = 0.000000, total_loss = 23.554518
total_bbox = 8678, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.137288), count: 2, class_loss = 81.064400, iou_loss = 4.745712, total_loss = 85.810112
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 28.380789, iou_loss = 0.000000, total_loss = 28.380789
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.688839, iou_loss = 0.000000, total_loss = 24.688839
total_bbox = 8680, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.226536), count: 2, class_loss = 82.963135, iou_loss = 3.500847, total_loss = 86.463982
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 33.163509, iou_loss = 0.000000, total_loss = 33.163509
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 29.492235, iou_loss = 0.000000, total_loss = 29.492235
total_bbox = 8682, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.515760), count: 2, class_loss = 82.288910, iou_loss = 1.452148, total_loss = 83.741058
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 31.321503, iou_loss = 0.000000, total_loss = 31.321503
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.758461, iou_loss = 0.000000, total_loss = 25.758461
total_bbox = 8684, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.218248), count: 2, class_loss = 82.691132, iou_loss = 2.012672, total_loss = 84.703804
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.705334, iou_loss = 0.000000, total_loss = 27.705334
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 24.754368, iou_loss = 0.000000, total_loss = 24.754368
total_bbox = 8686, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.392320), count: 2, class_loss = 80.698204, iou_loss = 0.597076, total_loss = 81.295280
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.172537, iou_loss = 0.000000, total_loss = 27.172537
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.684513, iou_loss = 0.000000, total_loss = 22.684513
total_bbox = 8688, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;136/500200: loss=45.0 hours left=2040.4
136: 44.975563, 130.214630 avg loss, 0.000000 rate, 8.396524 seconds, 8704 images, 2040.395462 hours left
Loaded: 0.000056 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.269683), count: 2, class_loss = 78.642342, iou_loss = 1.854645, total_loss = 80.496986
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.390066, iou_loss = 0.000000, total_loss = 26.390066
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.303886, iou_loss = 0.000000, total_loss = 23.303886
total_bbox = 8690, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.292311), count: 2, class_loss = 80.138718, iou_loss = 2.673683, total_loss = 82.812401
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.541220, iou_loss = 0.000000, total_loss = 27.541220
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.479187, iou_loss = 0.000000, total_loss = 22.479187
total_bbox = 8692, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.540847), count: 2, class_loss = 80.155159, iou_loss = 1.253616, total_loss = 81.408775
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.391117, iou_loss = 0.000000, total_loss = 27.391117
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.127077, iou_loss = 0.000000, total_loss = 22.127077
total_bbox = 8694, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.356895), count: 2, class_loss = 78.086594, iou_loss = 0.863335, total_loss = 78.949928
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.455593, iou_loss = 0.000000, total_loss = 24.455593
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.077209, iou_loss = 0.000000, total_loss = 20.077209
total_bbox = 8696, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.438256), count: 2, class_loss = 79.002480, iou_loss = 0.739258, total_loss = 79.741737
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.625282, iou_loss = 0.000000, total_loss = 24.625282
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.249765, iou_loss = 0.000000, total_loss = 21.249765
total_bbox = 8698, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.497382), count: 2, class_loss = 78.459419, iou_loss = 0.980850, total_loss = 79.440269
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.990654, iou_loss = 0.000000, total_loss = 23.990654
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.173662, iou_loss = 0.000000, total_loss = 20.173662
total_bbox = 8700, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.652259), count: 2, class_loss = 76.171982, iou_loss = 0.848526, total_loss = 77.020508
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.260811, iou_loss = 0.000000, total_loss = 24.260811
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.064554, iou_loss = 0.000000, total_loss = 21.064554
total_bbox = 8702, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.359437), count: 2, class_loss = 81.217209, iou_loss = 0.910690, total_loss = 82.127899
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.852749, iou_loss = 0.000000, total_loss = 26.852749
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.568947, iou_loss = 0.000000, total_loss = 21.568947
total_bbox = 8704, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.494041), count: 2, class_loss = 76.117584, iou_loss = 0.511314, total_loss = 76.628899
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.694752, iou_loss = 0.000000, total_loss = 27.694752
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.232578, iou_loss = 0.000000, total_loss = 23.232578
total_bbox = 8706, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.555058), count: 2, class_loss = 79.719620, iou_loss = 0.549904, total_loss = 80.269524
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.810215, iou_loss = 0.000000, total_loss = 24.810215
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.130375, iou_loss = 0.000000, total_loss = 22.130375
total_bbox = 8708, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.451947), count: 2, class_loss = 78.647545, iou_loss = 0.517151, total_loss = 79.164696
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.464478, iou_loss = 0.000000, total_loss = 26.464478
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.364998, iou_loss = 0.000000, total_loss = 22.364998
total_bbox = 8710, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.491719), count: 2, class_loss = 81.581215, iou_loss = 0.728737, total_loss = 82.309952
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 25.198435, iou_loss = 0.000000, total_loss = 25.198435
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.585901, iou_loss = 0.000000, total_loss = 21.585901
total_bbox = 8712, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.453130), count: 2, class_loss = 81.610321, iou_loss = 0.956352, total_loss = 82.566673
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.857775, iou_loss = 0.000000, total_loss = 26.857775
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.366154, iou_loss = 0.000000, total_loss = 22.366154
total_bbox = 8714, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.534926), count: 2, class_loss = 77.911964, iou_loss = 0.546295, total_loss = 78.458260
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.519012, iou_loss = 0.000000, total_loss = 26.519012
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.673849, iou_loss = 0.000000, total_loss = 22.673849
total_bbox = 8716, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.320899), count: 2, class_loss = 81.015327, iou_loss = 1.197319, total_loss = 82.212646
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.760643, iou_loss = 0.000000, total_loss = 24.760643
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.550352, iou_loss = 0.000000, total_loss = 21.550352
total_bbox = 8718, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.460306), count: 2, class_loss = 80.950096, iou_loss = 0.947029, total_loss = 81.897125
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.170340, iou_loss = 0.000000, total_loss = 26.170340
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.019550, iou_loss = 0.000000, total_loss = 22.019550
total_bbox = 8720, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.528191), count: 2, class_loss = 77.391663, iou_loss = 0.532364, total_loss = 77.924026
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.351360, iou_loss = 0.000000, total_loss = 24.351360
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.617046, iou_loss = 0.000000, total_loss = 20.617046
total_bbox = 8722, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.324437), count: 2, class_loss = 78.098206, iou_loss = 1.886101, total_loss = 79.984306
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.129498, iou_loss = 0.000000, total_loss = 24.129498
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.319500, iou_loss = 0.000000, total_loss = 20.319500
total_bbox = 8724, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.417849), count: 2, class_loss = 77.027237, iou_loss = 0.684357, total_loss = 77.711594
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.192736, iou_loss = 0.000000, total_loss = 24.192736
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.412655, iou_loss = 0.000000, total_loss = 21.412655
total_bbox = 8726, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.401842), count: 2, class_loss = 80.565453, iou_loss = 1.129974, total_loss = 81.695427
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 25.414276, iou_loss = 0.000000, total_loss = 25.414276
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.773903, iou_loss = 0.000000, total_loss = 20.773903
total_bbox = 8728, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.638249), count: 2, class_loss = 76.140076, iou_loss = 0.632347, total_loss = 76.772423
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.562975, iou_loss = 0.000000, total_loss = 24.562975
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.474945, iou_loss = 0.000000, total_loss = 20.474945
total_bbox = 8730, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.488181), count: 2, class_loss = 79.556404, iou_loss = 0.773964, total_loss = 80.330368
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.322086, iou_loss = 0.000000, total_loss = 26.322086
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.901096, iou_loss = 0.000000, total_loss = 22.901096
total_bbox = 8732, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.438497), count: 2, class_loss = 82.119370, iou_loss = 4.212326, total_loss = 86.331696
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 29.666203, iou_loss = 0.000000, total_loss = 29.666203
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.004162, iou_loss = 0.000000, total_loss = 25.004162
total_bbox = 8734, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.282718), count: 2, class_loss = 79.668594, iou_loss = 3.202972, total_loss = 82.871567
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 25.536154, iou_loss = 0.000000, total_loss = 25.536154
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.068474, iou_loss = 0.000000, total_loss = 23.068474
total_bbox = 8736, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.344799), count: 2, class_loss = 79.110855, iou_loss = 1.812965, total_loss = 80.923820
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.075653, iou_loss = 0.000000, total_loss = 27.075653
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.458046, iou_loss = 0.000000, total_loss = 23.458046
total_bbox = 8738, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.281782), count: 2, class_loss = 78.300323, iou_loss = 1.288857, total_loss = 79.589180
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.246204, iou_loss = 0.000000, total_loss = 26.246204
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.313915, iou_loss = 0.000000, total_loss = 21.313915
total_bbox = 8740, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.395428), count: 2, class_loss = 78.735764, iou_loss = 0.707771, total_loss = 79.443535
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.137821, iou_loss = 0.000000, total_loss = 24.137821
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.051455, iou_loss = 0.000000, total_loss = 21.051455
total_bbox = 8742, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.437876), count: 2, class_loss = 80.983932, iou_loss = 1.464584, total_loss = 82.448517
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 25.232334, iou_loss = 0.000000, total_loss = 25.232334
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.134647, iou_loss = 0.000000, total_loss = 21.134647
total_bbox = 8744, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.657443), count: 2, class_loss = 81.268387, iou_loss = 0.262177, total_loss = 81.530563
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.088366, iou_loss = 0.000000, total_loss = 24.088366
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.284039, iou_loss = 0.000000, total_loss = 20.284039
total_bbox = 8746, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.248876), count: 2, class_loss = 78.260040, iou_loss = 1.257034, total_loss = 79.517075
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.722475, iou_loss = 0.000000, total_loss = 23.722475
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.951220, iou_loss = 0.000000, total_loss = 20.951220
total_bbox = 8748, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.458095), count: 2, class_loss = 83.021118, iou_loss = 0.783821, total_loss = 83.804939
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.585094, iou_loss = 0.000000, total_loss = 27.585094
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.423519, iou_loss = 0.000000, total_loss = 22.423519
total_bbox = 8750, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.476004), count: 2, class_loss = 77.817085, iou_loss = 0.680443, total_loss = 78.497528
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.209646, iou_loss = 0.000000, total_loss = 24.209646
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.056501, iou_loss = 0.000000, total_loss = 21.056501
total_bbox = 8752, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;137/500200: loss=42.6 hours left=2031.7
137: 42.620331, 121.455200 avg loss, 0.000000 rate, 8.435719 seconds, 8768 images, 2031.654938 hours left
Loaded: 0.000061 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.481376), count: 2, class_loss = 77.595505, iou_loss = 0.931786, total_loss = 78.527290
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.258265, iou_loss = 0.000000, total_loss = 24.258265
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.324823, iou_loss = 0.000000, total_loss = 21.324823
total_bbox = 8754, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.430375), count: 2, class_loss = 77.745293, iou_loss = 1.044746, total_loss = 78.790039
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.491793, iou_loss = 0.000000, total_loss = 22.491793
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.178963, iou_loss = 0.000000, total_loss = 20.178963
total_bbox = 8756, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.310855), count: 2, class_loss = 76.377136, iou_loss = 1.466370, total_loss = 77.843506
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.626625, iou_loss = 0.000000, total_loss = 24.626625
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.048515, iou_loss = 0.000000, total_loss = 21.048515
total_bbox = 8758, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.183542), count: 2, class_loss = 77.905045, iou_loss = 3.919762, total_loss = 81.824806
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.326687, iou_loss = 0.000000, total_loss = 23.326687
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.471371, iou_loss = 0.000000, total_loss = 20.471371
total_bbox = 8760, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.306474), count: 2, class_loss = 80.062935, iou_loss = 1.753624, total_loss = 81.816559
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.811066, iou_loss = 0.000000, total_loss = 23.811066
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.584984, iou_loss = 0.000000, total_loss = 19.584984
total_bbox = 8762, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.382395), count: 2, class_loss = 78.573212, iou_loss = 0.952164, total_loss = 79.525375
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.509544, iou_loss = 0.000000, total_loss = 22.509544
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.838278, iou_loss = 0.000000, total_loss = 19.838278
total_bbox = 8764, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.534728), count: 2, class_loss = 74.588707, iou_loss = 0.682884, total_loss = 75.271591
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.595915, iou_loss = 0.000000, total_loss = 22.595915
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.155025, iou_loss = 0.000000, total_loss = 19.155025
total_bbox = 8766, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.341264), count: 2, class_loss = 76.762283, iou_loss = 1.070412, total_loss = 77.832695
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.943413, iou_loss = 0.000000, total_loss = 22.943413
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.349804, iou_loss = 0.000000, total_loss = 19.349804
total_bbox = 8768, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.726016), count: 2, class_loss = 79.656082, iou_loss = 0.265610, total_loss = 79.921692
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.762606, iou_loss = 0.000000, total_loss = 22.762606
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.660519, iou_loss = 0.000000, total_loss = 19.660519
total_bbox = 8770, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.404674), count: 2, class_loss = 80.597214, iou_loss = 2.690216, total_loss = 83.287430
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.748693, iou_loss = 0.000000, total_loss = 24.748693
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.765505, iou_loss = 0.000000, total_loss = 20.765505
total_bbox = 8772, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.435612), count: 2, class_loss = 77.458534, iou_loss = 1.098213, total_loss = 78.556747
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.695940, iou_loss = 0.000000, total_loss = 22.695940
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.238407, iou_loss = 0.000000, total_loss = 19.238407
total_bbox = 8774, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.671809), count: 2, class_loss = 77.179214, iou_loss = 0.554314, total_loss = 77.733528
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.338768, iou_loss = 0.000000, total_loss = 23.338768
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.972448, iou_loss = 0.000000, total_loss = 19.972448
total_bbox = 8776, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.211304), count: 2, class_loss = 78.715576, iou_loss = 3.220055, total_loss = 81.935631
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.044609, iou_loss = 0.000000, total_loss = 26.044609
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.456972, iou_loss = 0.000000, total_loss = 22.456972
total_bbox = 8778, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.427963), count: 2, class_loss = 76.657661, iou_loss = 1.359131, total_loss = 78.016792
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.641148, iou_loss = 0.000000, total_loss = 24.641148
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.110447, iou_loss = 0.000000, total_loss = 21.110447
total_bbox = 8780, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.154371), count: 2, class_loss = 77.866379, iou_loss = 4.347542, total_loss = 82.213921
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.492050, iou_loss = 0.000000, total_loss = 26.492050
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.993084, iou_loss = 0.000000, total_loss = 21.993084
total_bbox = 8782, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.202067), count: 2, class_loss = 76.215485, iou_loss = 1.877342, total_loss = 78.092827
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.864632, iou_loss = 0.000000, total_loss = 22.864632
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.786449, iou_loss = 0.000000, total_loss = 19.786449
total_bbox = 8784, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.289051), count: 2, class_loss = 76.356377, iou_loss = 1.388039, total_loss = 77.744415
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.234324, iou_loss = 0.000000, total_loss = 23.234324
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.229824, iou_loss = 0.000000, total_loss = 20.229824
total_bbox = 8786, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.588518), count: 2, class_loss = 79.760895, iou_loss = 0.655739, total_loss = 80.416634
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.353695, iou_loss = 0.000000, total_loss = 23.353695
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.253237, iou_loss = 0.000000, total_loss = 20.253237
total_bbox = 8788, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.462616), count: 2, class_loss = 78.798019, iou_loss = 0.892311, total_loss = 79.690331
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.106913, iou_loss = 0.000000, total_loss = 23.106913
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.833527, iou_loss = 0.000000, total_loss = 19.833527
total_bbox = 8790, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.215416), count: 2, class_loss = 79.513718, iou_loss = 2.610344, total_loss = 82.124062
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.011581, iou_loss = 0.000000, total_loss = 27.011581
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 23.125351, iou_loss = 0.000000, total_loss = 23.125351
total_bbox = 8792, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.301185), count: 2, class_loss = 77.724022, iou_loss = 2.075722, total_loss = 79.799744
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.655926, iou_loss = 0.000000, total_loss = 24.655926
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.064430, iou_loss = 0.000000, total_loss = 21.064430
total_bbox = 8794, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.667045), count: 2, class_loss = 79.416962, iou_loss = 0.556007, total_loss = 79.972969
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 25.184650, iou_loss = 0.000000, total_loss = 25.184650
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.730743, iou_loss = 0.000000, total_loss = 21.730743
total_bbox = 8796, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.485317), count: 2, class_loss = 77.850929, iou_loss = 1.347023, total_loss = 79.197952
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.340818, iou_loss = 0.000000, total_loss = 22.340818
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.336788, iou_loss = 0.000000, total_loss = 19.336788
total_bbox = 8798, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.756336), count: 2, class_loss = 77.851860, iou_loss = 0.316338, total_loss = 78.168198
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.772474, iou_loss = 0.000000, total_loss = 22.772474
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.630617, iou_loss = 0.000000, total_loss = 19.630617
total_bbox = 8800, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.370555), count: 2, class_loss = 80.324722, iou_loss = 1.809113, total_loss = 82.133835
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 26.303616, iou_loss = 0.000000, total_loss = 26.303616
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.521975, iou_loss = 0.000000, total_loss = 21.521975
total_bbox = 8802, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.605871), count: 2, class_loss = 79.651527, iou_loss = 0.439285, total_loss = 80.090813
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.276682, iou_loss = 0.000000, total_loss = 24.276682
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.112114, iou_loss = 0.000000, total_loss = 21.112114
total_bbox = 8804, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.453389), count: 2, class_loss = 77.668442, iou_loss = 1.403282, total_loss = 79.071724
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.038868, iou_loss = 0.000000, total_loss = 24.038868
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.534187, iou_loss = 0.000000, total_loss = 20.534187
total_bbox = 8806, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.292281), count: 2, class_loss = 76.868561, iou_loss = 2.024605, total_loss = 78.893166
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.977955, iou_loss = 0.000000, total_loss = 21.977955
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.186890, iou_loss = 0.000000, total_loss = 19.186890
total_bbox = 8808, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.263618), count: 2, class_loss = 78.281136, iou_loss = 2.059128, total_loss = 80.340263
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 25.247730, iou_loss = 0.000000, total_loss = 25.247730
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.716688, iou_loss = 0.000000, total_loss = 21.716688
total_bbox = 8810, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.430776), count: 2, class_loss = 76.352669, iou_loss = 0.943108, total_loss = 77.295776
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.917301, iou_loss = 0.000000, total_loss = 22.917301
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.694954, iou_loss = 0.000000, total_loss = 19.694954
total_bbox = 8812, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.289165), count: 2, class_loss = 81.024536, iou_loss = 1.757797, total_loss = 82.782333
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.905184, iou_loss = 0.000000, total_loss = 23.905184
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.409798, iou_loss = 0.000000, total_loss = 20.409798
total_bbox = 8814, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.314744), count: 2, class_loss = 77.415230, iou_loss = 1.880524, total_loss = 79.295753
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.115486, iou_loss = 0.000000, total_loss = 24.115486
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 20.700329, iou_loss = 0.000000, total_loss = 20.700329
total_bbox = 8816, rewritten_bbox = 0.000000 %
(next mAP calculation at 1000 iterations) ]2;138/500200: loss=41.3 hours left=2023.1
138: 41.341877, 113.443871 avg loss, 0.000000 rate, 8.451438 seconds, 8832 images, 2023.056237 hours left
Loaded: 0.000059 seconds
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.236242), count: 2, class_loss = 75.399147, iou_loss = 5.486359, total_loss = 80.885506
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.405432, iou_loss = 0.000000, total_loss = 21.405432
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.491522, iou_loss = 0.000000, total_loss = 18.491522
total_bbox = 8818, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.282894), count: 2, class_loss = 78.173096, iou_loss = 1.815269, total_loss = 79.988365
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.860359, iou_loss = 0.000000, total_loss = 21.860359
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.912622, iou_loss = 0.000000, total_loss = 18.912622
total_bbox = 8820, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.384678), count: 2, class_loss = 75.604515, iou_loss = 1.403381, total_loss = 77.007896
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.139372, iou_loss = 0.000000, total_loss = 21.139372
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 17.925171, iou_loss = 0.000000, total_loss = 17.925171
total_bbox = 8822, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.324320), count: 2, class_loss = 74.701271, iou_loss = 1.561806, total_loss = 76.263077
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.529516, iou_loss = 0.000000, total_loss = 22.529516
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.683044, iou_loss = 0.000000, total_loss = 19.683044
total_bbox = 8824, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.424419), count: 2, class_loss = 75.770828, iou_loss = 0.970146, total_loss = 76.740974
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.230656, iou_loss = 0.000000, total_loss = 22.230656
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.333803, iou_loss = 0.000000, total_loss = 18.333803
total_bbox = 8826, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.469282), count: 2, class_loss = 74.442574, iou_loss = 0.516273, total_loss = 74.958847
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 20.303503, iou_loss = 0.000000, total_loss = 20.303503
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 17.522861, iou_loss = 0.000000, total_loss = 17.522861
total_bbox = 8828, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.348397), count: 2, class_loss = 79.574539, iou_loss = 1.230530, total_loss = 80.805069
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.523174, iou_loss = 0.000000, total_loss = 22.523174
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.364761, iou_loss = 0.000000, total_loss = 18.364761
total_bbox = 8830, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.535975), count: 2, class_loss = 76.320183, iou_loss = 1.039497, total_loss = 77.359680
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.083336, iou_loss = 0.000000, total_loss = 23.083336
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.838837, iou_loss = 0.000000, total_loss = 18.838837
total_bbox = 8832, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.370200), count: 2, class_loss = 74.254036, iou_loss = 2.631088, total_loss = 76.885124
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.524029, iou_loss = 0.000000, total_loss = 21.524029
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.222725, iou_loss = 0.000000, total_loss = 19.222725
total_bbox = 8834, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.335769), count: 2, class_loss = 76.204071, iou_loss = 1.509315, total_loss = 77.713387
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.988989, iou_loss = 0.000000, total_loss = 22.988989
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.088194, iou_loss = 0.000000, total_loss = 21.088194
total_bbox = 8836, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.301018), count: 2, class_loss = 76.015892, iou_loss = 1.626221, total_loss = 77.642113
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 27.131645, iou_loss = 0.000000, total_loss = 27.131645
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 25.636971, iou_loss = 0.000000, total_loss = 25.636971
total_bbox = 8838, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.374155), count: 2, class_loss = 76.898560, iou_loss = 1.498955, total_loss = 78.397514
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.455643, iou_loss = 0.000000, total_loss = 22.455643
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.300798, iou_loss = 0.000000, total_loss = 19.300798
total_bbox = 8840, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.184135), count: 2, class_loss = 75.447060, iou_loss = 6.007065, total_loss = 81.454124
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 25.395388, iou_loss = 0.000000, total_loss = 25.395388
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 22.720592, iou_loss = 0.000000, total_loss = 22.720592
total_bbox = 8842, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.672307), count: 2, class_loss = 75.438034, iou_loss = 0.335350, total_loss = 75.773384
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 20.708937, iou_loss = 0.000000, total_loss = 20.708937
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.045643, iou_loss = 0.000000, total_loss = 18.045643
total_bbox = 8844, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.679272), count: 2, class_loss = 79.708061, iou_loss = 0.956413, total_loss = 80.664474
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.542786, iou_loss = 0.000000, total_loss = 22.542786
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.981075, iou_loss = 0.000000, total_loss = 18.981075
total_bbox = 8846, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.332685), count: 2, class_loss = 74.556168, iou_loss = 1.471207, total_loss = 76.027374
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.339403, iou_loss = 0.000000, total_loss = 21.339403
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.857019, iou_loss = 0.000000, total_loss = 18.857019
total_bbox = 8848, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.182924), count: 2, class_loss = 76.031281, iou_loss = 6.300568, total_loss = 82.331848
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.392656, iou_loss = 0.000000, total_loss = 22.392656
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.806862, iou_loss = 0.000000, total_loss = 18.806862
total_bbox = 8850, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.875732), count: 2, class_loss = 75.849518, iou_loss = 0.303902, total_loss = 76.153419
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.379314, iou_loss = 0.000000, total_loss = 21.379314
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.612307, iou_loss = 0.000000, total_loss = 18.612307
total_bbox = 8852, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.564729), count: 2, class_loss = 76.651505, iou_loss = 0.575974, total_loss = 77.227478
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.948677, iou_loss = 0.000000, total_loss = 21.948677
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.556984, iou_loss = 0.000000, total_loss = 18.556984
total_bbox = 8854, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.697960), count: 2, class_loss = 75.001144, iou_loss = 0.186783, total_loss = 75.187927
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 23.095079, iou_loss = 0.000000, total_loss = 23.095079
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 19.436758, iou_loss = 0.000000, total_loss = 19.436758
total_bbox = 8856, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.581383), count: 2, class_loss = 75.325981, iou_loss = 0.445030, total_loss = 75.771011
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 24.120157, iou_loss = 0.000000, total_loss = 24.120157
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 21.366375, iou_loss = 0.000000, total_loss = 21.366375
total_bbox = 8858, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.548505), count: 2, class_loss = 75.024414, iou_loss = 0.643265, total_loss = 75.667679
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 21.856104, iou_loss = 0.000000, total_loss = 21.856104
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.488436, iou_loss = 0.000000, total_loss = 18.488436
total_bbox = 8860, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.288435), count: 2, class_loss = 76.637772, iou_loss = 1.845123, total_loss = 78.482895
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.474161, iou_loss = 0.000000, total_loss = 22.474161
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 106 Avg (IOU: 0.000000), count: 1, class_loss = 18.882030, iou_loss = 0.000000, total_loss = 18.882030
total_bbox = 8862, rewritten_bbox = 0.000000 %
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 82 Avg (IOU: 0.118455), count: 2, class_loss = 78.677856, iou_loss = 9.327408, total_loss = 88.005264
v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 94 Avg (IOU: 0.000000), count: 1, class_loss = 22.866421, iou_loss = 0.000000, total_loss = 22.866421
^C
9.After training is complete - get result yolo-obj_final.weights from path build\darknet\x64\backup\
build\darknet\x64\backup\ tobuild\darknet\x64\and start training using: ./darknet detector train data/obj.data yolo-obj.cfg yolo-obj_2000.weights
!./darknet detector train build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/yolo-obj_1000.weights -dont_show
Example of Guns detection:
Image :
./darknet detector test build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/guns_1000it.weights -thresh 0.20 data/ak47.jpg
Video :
./darknet detector demo build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/guns_1000it.weights -thresh 0.20 -dont_show Guns.mp4 -out_filename Guns_output.mp4
!./darknet detector test build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/backup/yolo-obj_last.weights -thresh 0.20 build/darknet/x64/data/obj/00001.jpg
Streaming output truncated to the last 5000 lines.
Dodge Durango SUV 2012: 21%
Dodge Charger SRT-8 2009: 22%
FIAT 500 Convertible 2012: 20%
Ferrari FF Coupe 2012: 24%
Ferrari 458 Italia Convertible 2012: 22%
Ferrari 458 Italia Coupe 2012: 21%
Fisker Karma Sedan 2012: 21%
Ford F-450 Super Duty Crew Cab 2012: 27%
Ford Expedition EL SUV 2009: 22%
Ford Edge SUV 2012: 23%
Ford F-150 Regular Cab 2012: 21%
Ford E-Series Wagon Van 2012: 28%
Ford Fiesta Sedan 2012: 20%
GMC Terrain SUV 2012: 21%
GMC Yukon Hybrid SUV 2012: 21%
GMC Canyon Extended Cab 2012: 24%
HUMMER H2 SUT Crew Cab 2009: 28%
Honda Odyssey Minivan 2012: 21%
Honda Accord Coupe 2012: 22%
Honda Accord Sedan 2012: 25%
Hyundai Veracruz SUV 2012: 24%
Hyundai Sonata Hybrid Sedan 2012: 22%
Hyundai Accent Sedan 2012: 23%
Hyundai Genesis Sedan 2012: 21%
Infiniti QX56 SUV 2011: 28%
Isuzu Ascender SUV 2008: 21%
Jeep Patriot SUV 2012: 22%
Jeep Grand Cherokee SUV 2012: 24%
Jeep Compass SUV 2012: 23%
Lamborghini Reventon Coupe 2008: 27%
Lamborghini Diablo Coupe 2001: 21%
Land Rover Range Rover SUV 2012: 24%
Lincoln Town Car Sedan 2011: 21%
Mazda Tribute SUV 2011: 25%
McLaren MP4-12C Coupe 2012: 21%
Mercedes-Benz C-Class Sedan 2012: 20%
Mercedes-Benz E-Class Sedan 2012: 25%
Mercedes-Benz S-Class Sedan 2012: 22%
Nissan Leaf Hatchback 2012: 20%
Spyker C8 Coupe 2009: 27%
Suzuki Aerio Sedan 2007: 21%
Suzuki Kizashi Sedan 2012: 22%
Suzuki SX4 Sedan 2012: 26%
Toyota Sequoia SUV 2012: 21%
Toyota Camry Sedan 2012: 24%
Volkswagen Golf Hatchback 2012: 24%
Volkswagen Golf Hatchback 1991: 21%
Volkswagen Beetle Hatchback 2012: 22%
Volvo C30 Hatchback 2012: 21%
Volvo XC90 SUV 2007 : 21%
smart fortwo Convertible 2012: 20%
Ferrari California Convertible 2012: 27%
Audi A5 Coupe 2012: 22%
Audi TTS Coupe 2012: 21%
Audi R8 Coupe 2012: 24%
BMW ActiveHybrid 5 Sedan 2012: 22%
BMW 3 Series Wagon 2012: 25%
BMW X6 SUV 2012: 24%
BMW X3 SUV 2012: 21%
Bentley Continental GT Coupe 2007: 24%
Buick Enclave SUV 2012: 25%
Chevrolet Tahoe Hybrid SUV 2012: 22%
Chevrolet Malibu Hybrid Sedan 2010: 23%
Chevrolet TrailBlazer SS 2009: 20%
Chevrolet Express Van 2007: 20%
Chrysler Aspen SUV 2009: 23%
Chrysler Crossfire Convertible 2008: 23%
Dodge Ram Pickup 3500 Quad Cab 2009: 25%
Ford F-150 Regular Cab 2007: 21%
Honda Accord Coupe 2012: 26%
Maybach Landaulet Convertible 2012: 22%
Mercedes-Benz S-Class Sedan 2012: 24%
smart fortwo Convertible 2012: 27%
GMC Savana Van 2012: 35%
Acura TL Sedan 2012: 25%
Acura TL Type-S 2008: 20%
Acura Integra Type R 2001: 26%
Acura ZDX Hatchback 2012: 24%
Audi A5 Coupe 2012: 25%
Audi S4 Sedan 2007: 24%
BMW 3 Series Sedan 2012: 29%
BMW 6 Series Convertible 2007: 20%
BMW M3 Coupe 2012: 20%
Bentley Arnage Sedan 2009: 25%
Bentley Mulsanne Sedan 2011: 29%
Bentley Continental GT Coupe 2012: 24%
Buick Enclave SUV 2012: 29%
Cadillac SRX SUV 2012: 20%
Cadillac Escalade EXT Crew Cab 2007: 28%
Chevrolet Corvette Convertible 2012: 27%
Chevrolet Express Van 2007: 29%
Dodge Journey SUV 2012: 25%
Dodge Magnum Wagon 2008: 27%
Eagle Talon Hatchback 1998: 21%
Ferrari 458 Italia Convertible 2012: 24%
Ford Mustang Convertible 2007: 30%
Ford Expedition EL SUV 2009: 30%
Ford E-Series Wagon Van 2012: 22%
GMC Acadia SUV 2012: 21%
HUMMER H2 SUT Crew Cab 2009: 21%
Honda Accord Coupe 2012: 27%
Lamborghini Diablo Coupe 2001: 27%
Lincoln Town Car Sedan 2011: 27%
Nissan NV Passenger Van 2012: 21%
Nissan Juke Hatchback 2012: 31%
Rolls-Royce Ghost Sedan 2012: 25%
Scion xD Hatchback 2012: 26%
Tesla Model S Sedan 2012: 25%
Volvo C30 Hatchback 2012: 29%
smart fortwo Convertible 2012: 23%
Rolls-Royce Ghost Sedan 2012: 30%
Acura RL Sedan 2012: 21%
Acura TL Type-S 2008: 24%
Acura Integra Type R 2001: 25%
Aston Martin V8 Vantage Convertible 2012: 26%
Aston Martin Virage Convertible 2012: 24%
Aston Martin Virage Coupe 2012: 24%
Audi V8 Sedan 1994: 22%
Audi TT Hatchback 2011: 21%
Audi S6 Sedan 2011: 22%
Audi S4 Sedan 2012: 26%
Audi TT RS Coupe 2012: 24%
BMW 1 Series Coupe 2012: 21%
BMW 6 Series Convertible 2007: 25%
BMW X6 SUV 2012: 23%
BMW M5 Sedan 2010: 24%
BMW M6 Convertible 2010: 27%
Bentley Arnage Sedan 2009: 21%
Bentley Mulsanne Sedan 2011: 21%
Bentley Continental GT Coupe 2012: 29%
Bentley Continental Flying Spur Sedan 2007: 27%
Bugatti Veyron 16.4 Convertible 2009: 20%
Bugatti Veyron 16.4 Coupe 2009: 26%
Buick Regal GS 2012: 20%
Buick Rainier SUV 2007: 27%
Buick Verano Sedan 2012: 21%
Buick Enclave SUV 2012: 21%
Cadillac CTS-V Sedan 2012: 26%
Chevrolet HHR SS 2010: 22%
Chevrolet Tahoe Hybrid SUV 2012: 25%
Chevrolet Sonic Sedan 2012: 21%
Chevrolet Express Cargo Van 2007: 24%
Chevrolet Avalanche Crew Cab 2012: 28%
Chevrolet Cobalt SS 2010: 22%
Chevrolet Malibu Hybrid Sedan 2010: 21%
Chevrolet TrailBlazer SS 2009: 22%
Chevrolet Silverado 2500HD Regular Cab 2012: 20%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 26%
Chevrolet Monte Carlo Coupe 2007: 20%
Chevrolet Malibu Sedan 2007: 24%
Chevrolet Silverado 1500 Extended Cab 2012: 20%
Chrysler Sebring Convertible 2010: 25%
Chrysler Crossfire Convertible 2008: 23%
Dodge Caliber Wagon 2012: 25%
Dodge Caliber Wagon 2007: 22%
Dodge Ram Pickup 3500 Crew Cab 2010: 21%
Dodge Ram Pickup 3500 Quad Cab 2009: 23%
Dodge Journey SUV 2012: 20%
Dodge Durango SUV 2012: 26%
Dodge Charger Sedan 2012: 26%
Dodge Charger SRT-8 2009: 21%
FIAT 500 Abarth 2012: 21%
Ferrari California Convertible 2012: 26%
Ferrari 458 Italia Convertible 2012: 22%
Ford Mustang Convertible 2007: 21%
Ford Freestar Minivan 2007: 23%
Ford GT Coupe 2006: 28%
Ford F-150 Regular Cab 2012: 25%
Ford Focus Sedan 2007: 21%
Ford E-Series Wagon Van 2012: 24%
Ford Fiesta Sedan 2012: 20%
GMC Terrain SUV 2012: 20%
GMC Yukon Hybrid SUV 2012: 21%
GMC Acadia SUV 2012: 23%
Geo Metro Convertible 1993: 24%
HUMMER H2 SUT Crew Cab 2009: 21%
Honda Odyssey Minivan 2012: 24%
Honda Odyssey Minivan 2007: 23%
Hyundai Santa Fe SUV 2012: 27%
Hyundai Tucson SUV 2012: 20%
Hyundai Veracruz SUV 2012: 21%
Hyundai Elantra Sedan 2007: 20%
Hyundai Accent Sedan 2012: 24%
Infiniti QX56 SUV 2011: 24%
Jeep Liberty SUV 2012: 23%
Jeep Compass SUV 2012: 25%
Lamborghini Diablo Coupe 2001: 22%
Land Rover Range Rover SUV 2012: 21%
Maybach Landaulet Convertible 2012: 23%
Mazda Tribute SUV 2011: 24%
Mercedes-Benz 300-Class Convertible 1993: 24%
Mercedes-Benz C-Class Sedan 2012: 23%
Mercedes-Benz E-Class Sedan 2012: 27%
Mercedes-Benz Sprinter Van 2012: 20%
Nissan Leaf Hatchback 2012: 27%
Nissan 240SX Coupe 1998: 22%
Plymouth Neon Coupe 1999: 26%
Rolls-Royce Phantom Sedan 2012: 26%
Scion xD Hatchback 2012: 25%
Spyker C8 Coupe 2009: 20%
Suzuki Aerio Sedan 2007: 27%
Suzuki Kizashi Sedan 2012: 24%
Tesla Model S Sedan 2012: 24%
Toyota Sequoia SUV 2012: 27%
Toyota Camry Sedan 2012: 29%
Toyota Corolla Sedan 2012: 23%
Volkswagen Golf Hatchback 1991: 22%
smart fortwo Convertible 2012: 23%
Ford Fiesta Sedan 2012: 28%
Acura TSX Sedan 2012: 22%
Acura Integra Type R 2001: 22%
Aston Martin V8 Vantage Convertible 2012: 21%
Aston Martin V8 Vantage Coupe 2012: 22%
Aston Martin Virage Convertible 2012: 20%
Audi 100 Wagon 1994: 26%
Audi S5 Convertible 2012: 21%
Audi TT RS Coupe 2012: 24%
BMW 6 Series Convertible 2007: 20%
BMW M6 Convertible 2010: 24%
BMW Z4 Convertible 2012: 21%
Bentley Continental Supersports Conv. Convertible 2012: 20%
Bentley Mulsanne Sedan 2011: 22%
Bentley Continental GT Coupe 2012: 26%
Bentley Continental Flying Spur Sedan 2007: 24%
Buick Verano Sedan 2012: 21%
Buick Enclave SUV 2012: 24%
Chevrolet Corvette ZR1 2012: 22%
Chevrolet HHR SS 2010: 27%
Chevrolet Tahoe Hybrid SUV 2012: 25%
Chevrolet Express Cargo Van 2007: 24%
Chevrolet Cobalt SS 2010: 25%
Chevrolet TrailBlazer SS 2009: 20%
Chevrolet Monte Carlo Coupe 2007: 22%
Chrysler Crossfire Convertible 2008: 22%
Chrysler PT Cruiser Convertible 2008: 20%
Dodge Ram Pickup 3500 Crew Cab 2010: 24%
Dodge Challenger SRT8 2011: 24%
Dodge Durango SUV 2007: 25%
Dodge Charger Sedan 2012: 21%
Ferrari California Convertible 2012: 21%
Ford Freestar Minivan 2007: 21%
Ford GT Coupe 2006: 21%
Ford F-150 Regular Cab 2012: 21%
Ford F-150 Regular Cab 2007: 22%
HUMMER H2 SUT Crew Cab 2009: 24%
Hyundai Veracruz SUV 2012: 24%
Jeep Patriot SUV 2012: 26%
Jeep Wrangler SUV 2012: 22%
Jeep Liberty SUV 2012: 20%
Maybach Landaulet Convertible 2012: 22%
Mercedes-Benz C-Class Sedan 2012: 26%
Mercedes-Benz E-Class Sedan 2012: 28%
Nissan Leaf Hatchback 2012: 26%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 28%
Spyker C8 Coupe 2009: 25%
Suzuki SX4 Hatchback 2012: 27%
Toyota Sequoia SUV 2012: 23%
Toyota Corolla Sedan 2012: 25%
Volvo 240 Sedan 1993: 25%
smart fortwo Convertible 2012: 22%
Land Rover LR2 SUV 2012: 30%
Acura ZDX Hatchback 2012: 24%
Aston Martin V8 Vantage Coupe 2012: 22%
Audi A5 Coupe 2012: 28%
Audi S4 Sedan 2012: 29%
Audi TT RS Coupe 2012: 27%
BMW 1 Series Coupe 2012: 21%
BMW 3 Series Sedan 2012: 24%
BMW 3 Series Wagon 2012: 22%
BMW X6 SUV 2012: 21%
BMW M5 Sedan 2010: 24%
Bentley Continental Supersports Conv. Convertible 2012: 23%
Bentley Arnage Sedan 2009: 22%
Buick Rainier SUV 2007: 24%
Chevrolet Traverse SUV 2012: 25%
Chevrolet HHR SS 2010: 24%
Chevrolet TrailBlazer SS 2009: 23%
Chevrolet Silverado 1500 Extended Cab 2012: 24%
Chrysler Sebring Convertible 2010: 23%
Chrysler Town and Country Minivan 2012: 23%
Daewoo Nubira Wagon 2002: 24%
Dodge Journey SUV 2012: 27%
Dodge Dakota Crew Cab 2010: 26%
Dodge Durango SUV 2012: 24%
Ferrari FF Coupe 2012: 25%
Ford Freestar Minivan 2007: 23%
Geo Metro Convertible 1993: 21%
HUMMER H2 SUT Crew Cab 2009: 20%
Hyundai Veloster Hatchback 2012: 21%
Lamborghini Reventon Coupe 2008: 21%
Lamborghini Aventador Coupe 2012: 25%
Land Rover Range Rover SUV 2012: 20%
MINI Cooper Roadster Convertible 2012: 22%
Mazda Tribute SUV 2011: 26%
Plymouth Neon Coupe 1999: 25%
Scion xD Hatchback 2012: 20%
Suzuki Aerio Sedan 2007: 27%
Toyota Corolla Sedan 2012: 20%
Toyota 4Runner SUV 2012: 20%
Mitsubishi Lancer Sedan 2012: 21%
BMW 6 Series Convertible 2007: 21%
Cadillac Escalade EXT Crew Cab 2007: 20%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 20%
Dodge Magnum Wagon 2008: 21%
Chevrolet Malibu Sedan 2007: 20%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 31%
AM General Hummer SUV 2000: 20%
Acura RL Sedan 2012: 25%
Acura TSX Sedan 2012: 23%
Acura Integra Type R 2001: 26%
Aston Martin V8 Vantage Convertible 2012: 26%
Aston Martin V8 Vantage Coupe 2012: 25%
Aston Martin Virage Coupe 2012: 20%
Audi V8 Sedan 1994: 21%
Audi S6 Sedan 2011: 27%
Audi S5 Convertible 2012: 25%
BMW 1 Series Coupe 2012: 26%
BMW 3 Series Sedan 2012: 20%
BMW 6 Series Convertible 2007: 23%
BMW M6 Convertible 2010: 23%
BMW X3 SUV 2012: 20%
Bentley Mulsanne Sedan 2011: 21%
Bentley Continental GT Coupe 2012: 28%
Bentley Continental Flying Spur Sedan 2007: 22%
Bugatti Veyron 16.4 Convertible 2009: 21%
Bugatti Veyron 16.4 Coupe 2009: 26%
Buick Enclave SUV 2012: 23%
Cadillac CTS-V Sedan 2012: 26%
Cadillac SRX SUV 2012: 24%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 27%
Chevrolet Corvette ZR1 2012: 23%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 21%
Chevrolet Camaro Convertible 2012: 22%
Chevrolet Tahoe Hybrid SUV 2012: 27%
Chevrolet Sonic Sedan 2012: 23%
Chevrolet Silverado 2500HD Regular Cab 2012: 26%
Chevrolet Express Van 2007: 23%
Chevrolet Monte Carlo Coupe 2007: 26%
Chevrolet Silverado 1500 Regular Cab 2012: 22%
Chrysler 300 SRT-8 2010: 24%
Chrysler PT Cruiser Convertible 2008: 30%
Dodge Caliber Wagon 2012: 21%
Dodge Caliber Wagon 2007: 23%
Dodge Ram Pickup 3500 Crew Cab 2010: 21%
Dodge Journey SUV 2012: 27%
Dodge Challenger SRT8 2011: 23%
Dodge Charger Sedan 2012: 22%
Ford F-450 Super Duty Crew Cab 2012: 20%
Ford Edge SUV 2012: 28%
Ford GT Coupe 2006: 26%
Ford Fiesta Sedan 2012: 29%
GMC Yukon Hybrid SUV 2012: 21%
GMC Acadia SUV 2012: 22%
Honda Odyssey Minivan 2012: 27%
Honda Odyssey Minivan 2007: 26%
Honda Accord Coupe 2012: 21%
Hyundai Tucson SUV 2012: 28%
Hyundai Elantra Sedan 2007: 20%
Isuzu Ascender SUV 2008: 25%
Jeep Compass SUV 2012: 24%
Lamborghini Diablo Coupe 2001: 25%
Land Rover Range Rover SUV 2012: 25%
Mercedes-Benz 300-Class Convertible 1993: 23%
Mercedes-Benz C-Class Sedan 2012: 22%
Mercedes-Benz E-Class Sedan 2012: 24%
Nissan Leaf Hatchback 2012: 26%
Nissan NV Passenger Van 2012: 22%
Ram C/V Cargo Van Minivan 2012: 21%
Rolls-Royce Phantom Sedan 2012: 26%
Spyker C8 Convertible 2009: 26%
Suzuki SX4 Hatchback 2012: 22%
Toyota Camry Sedan 2012: 22%
Audi TTS Coupe 2012: 22%
BMW 6 Series Convertible 2007: 21%
Bentley Mulsanne Sedan 2011: 20%
Buick Verano Sedan 2012: 20%
Chrysler 300 SRT-8 2010: 21%
Dodge Dakota Crew Cab 2010: 21%
Spyker C8 Convertible 2009: 20%
Toyota Sequoia SUV 2012: 21%
Audi TTS Coupe 2012: 21%
GMC Canyon Extended Cab 2012: 20%
MINI Cooper Roadster Convertible 2012: 21%
Lincoln Town Car Sedan 2011: 22%
Hyundai Santa Fe SUV 2012: 31%
Acura TL Sedan 2012: 27%
Audi RS 4 Convertible 2008: 22%
Audi S6 Sedan 2011: 25%
Audi S5 Convertible 2012: 24%
Audi S5 Coupe 2012: 22%
Audi S4 Sedan 2007: 24%
Audi TT RS Coupe 2012: 21%
BMW ActiveHybrid 5 Sedan 2012: 26%
BMW X5 SUV 2007: 23%
BMW X6 SUV 2012: 22%
BMW M5 Sedan 2010: 25%
BMW X3 SUV 2012: 27%
BMW Z4 Convertible 2012: 25%
Bentley Continental Flying Spur Sedan 2007: 26%
Buick Regal GS 2012: 25%
Buick Rainier SUV 2007: 21%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 20%
Chevrolet Traverse SUV 2012: 28%
Chevrolet Camaro Convertible 2012: 26%
Chevrolet HHR SS 2010: 24%
Chevrolet Malibu Sedan 2007: 25%
Chrysler Town and Country Minivan 2012: 26%
Chrysler 300 SRT-8 2010: 22%
Chrysler Crossfire Convertible 2008: 23%
Daewoo Nubira Wagon 2002: 28%
Dodge Caliber Wagon 2012: 28%
Dodge Ram Pickup 3500 Quad Cab 2009: 20%
Dodge Sprinter Cargo Van 2009: 21%
Dodge Dakota Crew Cab 2010: 25%
Dodge Dakota Club Cab 2007: 23%
Dodge Magnum Wagon 2008: 23%
Dodge Challenger SRT8 2011: 26%
Dodge Durango SUV 2007: 23%
Eagle Talon Hatchback 1998: 20%
Ferrari California Convertible 2012: 30%
Ford Mustang Convertible 2007: 22%
Ford Expedition EL SUV 2009: 21%
Ford Ranger SuperCab 2011: 28%
Ford Focus Sedan 2007: 21%
GMC Terrain SUV 2012: 23%
Honda Odyssey Minivan 2012: 20%
Hyundai Tucson SUV 2012: 29%
Hyundai Elantra Touring Hatchback 2012: 21%
Infiniti G Coupe IPL 2012: 21%
Jeep Patriot SUV 2012: 26%
Jeep Wrangler SUV 2012: 26%
Jeep Liberty SUV 2012: 25%
Lamborghini Aventador Coupe 2012: 22%
Lamborghini Diablo Coupe 2001: 24%
Land Rover Range Rover SUV 2012: 20%
Mazda Tribute SUV 2011: 30%
Mercedes-Benz E-Class Sedan 2012: 20%
Mercedes-Benz S-Class Sedan 2012: 22%
Nissan NV Passenger Van 2012: 25%
Nissan Juke Hatchback 2012: 24%
Nissan 240SX Coupe 1998: 20%
Rolls-Royce Phantom Sedan 2012: 21%
Spyker C8 Convertible 2009: 29%
Spyker C8 Coupe 2009: 25%
Suzuki SX4 Hatchback 2012: 27%
Tesla Model S Sedan 2012: 23%
Toyota 4Runner SUV 2012: 25%
Volkswagen Beetle Hatchback 2012: 25%
Chevrolet Express Cargo Van 2007: 22%
Chevrolet Silverado 2500HD Regular Cab 2012: 21%
Dodge Ram Pickup 3500 Crew Cab 2010: 20%
Ferrari California Convertible 2012: 21%
Ford Freestar Minivan 2007: 20%
Ford GT Coupe 2006: 21%
Spyker C8 Convertible 2009: 21%
Tesla Model S Sedan 2012: 21%
Nissan Leaf Hatchback 2012: 45%
AM General Hummer SUV 2000: 25%
Acura RL Sedan 2012: 30%
Acura TL Sedan 2012: 37%
Acura TL Type-S 2008: 33%
Acura TSX Sedan 2012: 40%
Acura Integra Type R 2001: 38%
Acura ZDX Hatchback 2012: 33%
Aston Martin V8 Vantage Convertible 2012: 33%
Aston Martin V8 Vantage Coupe 2012: 28%
Aston Martin Virage Convertible 2012: 44%
Audi A5 Coupe 2012: 20%
Audi R8 Coupe 2012: 28%
Audi V8 Sedan 1994: 32%
Audi 100 Sedan 1994: 28%
Audi S5 Coupe 2012: 21%
Audi S4 Sedan 2007: 21%
Audi TT RS Coupe 2012: 30%
BMW 1 Series Coupe 2012: 43%
BMW 3 Series Sedan 2012: 30%
BMW 3 Series Wagon 2012: 31%
BMW X5 SUV 2007: 28%
BMW X6 SUV 2012: 40%
BMW M5 Sedan 2010: 25%
BMW X3 SUV 2012: 32%
BMW Z4 Convertible 2012: 30%
Bentley Arnage Sedan 2009: 29%
Bentley Continental GT Coupe 2012: 28%
Bentley Continental GT Coupe 2007: 36%
Bentley Continental Flying Spur Sedan 2007: 40%
Bugatti Veyron 16.4 Convertible 2009: 36%
Bugatti Veyron 16.4 Coupe 2009: 24%
Buick Regal GS 2012: 25%
Buick Rainier SUV 2007: 24%
Buick Verano Sedan 2012: 37%
Cadillac CTS-V Sedan 2012: 43%
Cadillac SRX SUV 2012: 31%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 30%
Chevrolet Corvette Convertible 2012: 25%
Chevrolet Camaro Convertible 2012: 27%
Chevrolet HHR SS 2010: 34%
Chevrolet Tahoe Hybrid SUV 2012: 37%
Chevrolet Sonic Sedan 2012: 33%
Chevrolet Express Cargo Van 2007: 32%
Chevrolet Malibu Hybrid Sedan 2010: 30%
Chevrolet Monte Carlo Coupe 2007: 27%
Chevrolet Malibu Sedan 2007: 29%
Chevrolet Silverado 1500 Extended Cab 2012: 27%
Chevrolet Silverado 1500 Regular Cab 2012: 27%
Chrysler Crossfire Convertible 2008: 38%
Daewoo Nubira Wagon 2002: 34%
Dodge Caliber Wagon 2012: 31%
Dodge Caliber Wagon 2007: 29%
Dodge Sprinter Cargo Van 2009: 25%
Dodge Journey SUV 2012: 34%
Dodge Dakota Club Cab 2007: 27%
Dodge Challenger SRT8 2011: 38%
Dodge Durango SUV 2012: 27%
Dodge Durango SUV 2007: 29%
Dodge Charger Sedan 2012: 26%
Dodge Charger SRT-8 2009: 36%
Ferrari California Convertible 2012: 38%
Ford Expedition EL SUV 2009: 25%
Ford Edge SUV 2012: 23%
Ford GT Coupe 2006: 37%
Geo Metro Convertible 1993: 31%
HUMMER H2 SUT Crew Cab 2009: 29%
Honda Odyssey Minivan 2012: 38%
Honda Odyssey Minivan 2007: 40%
Hyundai Veloster Hatchback 2012: 33%
Hyundai Santa Fe SUV 2012: 27%
Hyundai Tucson SUV 2012: 41%
Hyundai Veracruz SUV 2012: 30%
Hyundai Sonata Hybrid Sedan 2012: 27%
Hyundai Elantra Sedan 2007: 24%
Hyundai Genesis Sedan 2012: 31%
Hyundai Elantra Touring Hatchback 2012: 32%
Infiniti G Coupe IPL 2012: 27%
Infiniti QX56 SUV 2011: 26%
Jaguar XK XKR 2012: 25%
Jeep Patriot SUV 2012: 26%
Jeep Wrangler SUV 2012: 30%
Lamborghini Reventon Coupe 2008: 30%
Lamborghini Aventador Coupe 2012: 34%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 30%
Land Rover Range Rover SUV 2012: 33%
MINI Cooper Roadster Convertible 2012: 28%
Maybach Landaulet Convertible 2012: 23%
Mazda Tribute SUV 2011: 31%
Mercedes-Benz Sprinter Van 2012: 31%
Porsche Panamera Sedan 2012: 27%
Ram C/V Cargo Van Minivan 2012: 41%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 35%
Rolls-Royce Ghost Sedan 2012: 39%
Rolls-Royce Phantom Sedan 2012: 25%
Scion xD Hatchback 2012: 42%
Spyker C8 Coupe 2009: 29%
Suzuki Kizashi Sedan 2012: 36%
Suzuki SX4 Hatchback 2012: 41%
Tesla Model S Sedan 2012: 32%
Toyota 4Runner SUV 2012: 24%
Volkswagen Golf Hatchback 1991: 26%
Volkswagen Beetle Hatchback 2012: 37%
Volvo XC90 SUV 2007 : 21%
Dodge Journey SUV 2012: 26%
Ford F-150 Regular Cab 2012: 22%
Hyundai Sonata Hybrid Sedan 2012: 26%
Mercedes-Benz C-Class Sedan 2012: 22%
Volkswagen Beetle Hatchback 2012: 25%
Audi RS 4 Convertible 2008: 26%
Acura TL Type-S 2008: 21%
Acura Integra Type R 2001: 21%
Acura ZDX Hatchback 2012: 24%
Aston Martin V8 Vantage Coupe 2012: 20%
Audi A5 Coupe 2012: 20%
Audi V8 Sedan 1994: 20%
Audi TT Hatchback 2011: 20%
Bentley Arnage Sedan 2009: 23%
Bentley Mulsanne Sedan 2011: 23%
Bentley Continental Flying Spur Sedan 2007: 21%
Chevrolet Camaro Convertible 2012: 23%
Chevrolet Sonic Sedan 2012: 24%
Chevrolet Avalanche Crew Cab 2012: 21%
Chevrolet Cobalt SS 2010: 22%
Chrysler Sebring Convertible 2010: 21%
Chrysler 300 SRT-8 2010: 20%
Dodge Caliber Wagon 2012: 20%
Dodge Caliber Wagon 2007: 22%
Dodge Durango SUV 2012: 21%
Ford Ranger SuperCab 2011: 23%
GMC Acadia SUV 2012: 21%
Honda Odyssey Minivan 2012: 21%
Honda Accord Coupe 2012: 21%
Honda Accord Sedan 2012: 24%
Hyundai Veracruz SUV 2012: 22%
Jaguar XK XKR 2012: 22%
Plymouth Neon Coupe 1999: 20%
Suzuki Aerio Sedan 2007: 20%
smart fortwo Convertible 2012: 20%
McLaren MP4-12C Coupe 2012: 21%
Ford Focus Sedan 2007: 20%
Mazda Tribute SUV 2011: 20%
Mercedes-Benz S-Class Sedan 2012: 20%
Toyota Corolla Sedan 2012: 20%
Mazda Tribute SUV 2011: 31%
Acura TL Sedan 2012: 26%
Acura TSX Sedan 2012: 21%
Acura ZDX Hatchback 2012: 22%
Aston Martin V8 Vantage Convertible 2012: 26%
Audi A5 Coupe 2012: 23%
Audi TTS Coupe 2012: 27%
Audi 100 Sedan 1994: 23%
Audi TT Hatchback 2011: 22%
Audi S5 Convertible 2012: 27%
Audi S5 Coupe 2012: 22%
BMW M5 Sedan 2010: 22%
BMW X3 SUV 2012: 21%
Bentley Arnage Sedan 2009: 25%
Bentley Continental Flying Spur Sedan 2007: 23%
Bugatti Veyron 16.4 Coupe 2009: 23%
Buick Regal GS 2012: 26%
Buick Rainier SUV 2007: 22%
Buick Verano Sedan 2012: 25%
Cadillac SRX SUV 2012: 21%
Chevrolet Camaro Convertible 2012: 24%
Chevrolet Impala Sedan 2007: 20%
Chevrolet Malibu Hybrid Sedan 2010: 22%
Chrysler Town and Country Minivan 2012: 27%
Daewoo Nubira Wagon 2002: 26%
Dodge Caliber Wagon 2012: 22%
Dodge Sprinter Cargo Van 2009: 22%
Dodge Journey SUV 2012: 23%
Dodge Magnum Wagon 2008: 20%
Dodge Charger SRT-8 2009: 21%
Eagle Talon Hatchback 1998: 27%
FIAT 500 Abarth 2012: 23%
Ferrari California Convertible 2012: 25%
Ferrari 458 Italia Coupe 2012: 30%
Ford Freestar Minivan 2007: 26%
Ford Ranger SuperCab 2011: 27%
Ford GT Coupe 2006: 25%
Ford Fiesta Sedan 2012: 27%
Hyundai Tucson SUV 2012: 25%
Hyundai Elantra Sedan 2007: 23%
Hyundai Azera Sedan 2012: 24%
Infiniti QX56 SUV 2011: 20%
Isuzu Ascender SUV 2008: 23%
Jaguar XK XKR 2012: 26%
Jeep Wrangler SUV 2012: 24%
Jeep Grand Cherokee SUV 2012: 24%
Lamborghini Aventador Coupe 2012: 21%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 22%
Maybach Landaulet Convertible 2012: 25%
McLaren MP4-12C Coupe 2012: 27%
Mercedes-Benz SL-Class Coupe 2009: 23%
Mercedes-Benz E-Class Sedan 2012: 24%
Mercedes-Benz S-Class Sedan 2012: 27%
Nissan Leaf Hatchback 2012: 24%
Nissan NV Passenger Van 2012: 25%
Plymouth Neon Coupe 1999: 24%
Spyker C8 Coupe 2009: 22%
Suzuki SX4 Sedan 2012: 22%
Toyota Corolla Sedan 2012: 21%
Volkswagen Golf Hatchback 1991: 22%
Volvo 240 Sedan 1993: 25%
Volvo XC90 SUV 2007 : 23%
smart fortwo Convertible 2012: 27%
Audi RS 4 Convertible 2008: 22%
Land Rover Range Rover SUV 2012: 22%
BMW X6 SUV 2012: 20%
Bentley Arnage Sedan 2009: 24%
BMW 3 Series Sedan 2012: 20%
BMW M5 Sedan 2010: 21%
Dodge Ram Pickup 3500 Crew Cab 2010: 21%
Dodge Ram Pickup 3500 Quad Cab 2009: 21%
Ford Freestar Minivan 2007: 21%
Ford E-Series Wagon Van 2012: 20%
Hyundai Tucson SUV 2012: 20%
Hyundai Azera Sedan 2012: 21%
McLaren MP4-12C Coupe 2012: 20%
Nissan NV Passenger Van 2012: 20%
Jeep Compass SUV 2012: 26%
Audi RS 4 Convertible 2008: 21%
Audi TTS Coupe 2012: 22%
Audi R8 Coupe 2012: 23%
Audi S5 Convertible 2012: 21%
Chevrolet Camaro Convertible 2012: 22%
Chevrolet Express Cargo Van 2007: 22%
Chevrolet Silverado 2500HD Regular Cab 2012: 23%
Chevrolet Malibu Sedan 2007: 22%
Chrysler 300 SRT-8 2010: 25%
Eagle Talon Hatchback 1998: 21%
Ford Freestar Minivan 2007: 21%
Ford Expedition EL SUV 2009: 21%
Ford Edge SUV 2012: 21%
Ford F-150 Regular Cab 2007: 23%
GMC Canyon Extended Cab 2012: 24%
HUMMER H2 SUT Crew Cab 2009: 23%
Hyundai Sonata Hybrid Sedan 2012: 22%
Infiniti G Coupe IPL 2012: 20%
Isuzu Ascender SUV 2008: 21%
Lamborghini Diablo Coupe 2001: 20%
Lincoln Town Car Sedan 2011: 20%
Suzuki Kizashi Sedan 2012: 21%
Toyota Camry Sedan 2012: 23%
smart fortwo Convertible 2012: 20%
Audi S5 Convertible 2012: 41%
Audi 100 Wagon 1994: 35%
Audi TT Hatchback 2011: 28%
Audi S6 Sedan 2011: 33%
Audi S4 Sedan 2012: 22%
BMW ActiveHybrid 5 Sedan 2012: 32%
BMW 6 Series Convertible 2007: 30%
BMW M6 Convertible 2010: 35%
Bentley Mulsanne Sedan 2011: 29%
Buick Enclave SUV 2012: 29%
Cadillac Escalade EXT Crew Cab 2007: 31%
Chevrolet Corvette ZR1 2012: 24%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 23%
Chevrolet Traverse SUV 2012: 32%
Chevrolet Impala Sedan 2007: 27%
Chevrolet Avalanche Crew Cab 2012: 29%
Chevrolet Cobalt SS 2010: 36%
Chevrolet TrailBlazer SS 2009: 29%
Chevrolet Silverado 2500HD Regular Cab 2012: 36%
Chevrolet Express Van 2007: 30%
Chrysler Aspen SUV 2009: 30%
Chrysler Sebring Convertible 2010: 34%
Chrysler Town and Country Minivan 2012: 31%
Chrysler PT Cruiser Convertible 2008: 21%
Dodge Caravan Minivan 1997: 24%
Dodge Ram Pickup 3500 Quad Cab 2009: 40%
Dodge Dakota Crew Cab 2010: 27%
FIAT 500 Convertible 2012: 25%
Ferrari FF Coupe 2012: 23%
Ferrari 458 Italia Coupe 2012: 27%
Fisker Karma Sedan 2012: 33%
Ford F-450 Super Duty Crew Cab 2012: 29%
Ford Freestar Minivan 2007: 37%
Ford F-150 Regular Cab 2012: 32%
Ford F-150 Regular Cab 2007: 33%
Ford E-Series Wagon Van 2012: 29%
Ford Fiesta Sedan 2012: 27%
GMC Savana Van 2012: 23%
GMC Yukon Hybrid SUV 2012: 32%
GMC Acadia SUV 2012: 34%
Honda Accord Coupe 2012: 34%
Hyundai Accent Sedan 2012: 30%
Hyundai Azera Sedan 2012: 21%
Jeep Liberty SUV 2012: 30%
Jeep Grand Cherokee SUV 2012: 33%
Jeep Compass SUV 2012: 25%
Lamborghini Diablo Coupe 2001: 31%
Land Rover LR2 SUV 2012: 27%
Lincoln Town Car Sedan 2011: 34%
Mercedes-Benz 300-Class Convertible 1993: 34%
Mercedes-Benz SL-Class Coupe 2009: 20%
Mercedes-Benz E-Class Sedan 2012: 31%
Mercedes-Benz S-Class Sedan 2012: 28%
Nissan NV Passenger Van 2012: 28%
Nissan Juke Hatchback 2012: 33%
Nissan 240SX Coupe 1998: 25%
Plymouth Neon Coupe 1999: 25%
Spyker C8 Convertible 2009: 30%
Suzuki Aerio Sedan 2007: 32%
Suzuki SX4 Sedan 2012: 33%
Toyota Sequoia SUV 2012: 22%
Toyota Camry Sedan 2012: 35%
Toyota Corolla Sedan 2012: 34%
Volkswagen Golf Hatchback 2012: 28%
Volvo C30 Hatchback 2012: 32%
Infiniti QX56 SUV 2011: 26%
Acura ZDX Hatchback 2012: 21%
Audi TTS Coupe 2012: 22%
Audi 100 Sedan 1994: 21%
Audi S6 Sedan 2011: 20%
Audi S5 Coupe 2012: 25%
BMW 1 Series Coupe 2012: 20%
BMW X6 SUV 2012: 21%
BMW M5 Sedan 2010: 23%
Bentley Continental GT Coupe 2007: 21%
Cadillac CTS-V Sedan 2012: 24%
Cadillac Escalade EXT Crew Cab 2007: 20%
Chevrolet Avalanche Crew Cab 2012: 23%
Chevrolet Cobalt SS 2010: 23%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 23%
Chevrolet Monte Carlo Coupe 2007: 21%
Chrysler Town and Country Minivan 2012: 22%
Chrysler 300 SRT-8 2010: 23%
Dodge Caliber Wagon 2012: 23%
Dodge Ram Pickup 3500 Crew Cab 2010: 21%
Dodge Dakota Crew Cab 2010: 25%
Dodge Durango SUV 2007: 22%
Eagle Talon Hatchback 1998: 21%
FIAT 500 Abarth 2012: 21%
Ferrari California Convertible 2012: 20%
Ford Freestar Minivan 2007: 21%
Ford Edge SUV 2012: 21%
Ford Ranger SuperCab 2011: 25%
Ford F-150 Regular Cab 2007: 21%
Ford Fiesta Sedan 2012: 22%
GMC Canyon Extended Cab 2012: 21%
Mitsubishi Lancer Sedan 2012: 26%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 20%
Spyker C8 Coupe 2009: 21%
Suzuki Kizashi Sedan 2012: 24%
Toyota Sequoia SUV 2012: 20%
Toyota Camry Sedan 2012: 23%
Volkswagen Golf Hatchback 2012: 21%
Volvo C30 Hatchback 2012: 22%
Ford F-150 Regular Cab 2012: 21%
Ford Freestar Minivan 2007: 23%
Audi S6 Sedan 2011: 21%
Geo Metro Convertible 1993: 21%
Nissan Leaf Hatchback 2012: 20%
Spyker C8 Convertible 2009: 22%
Toyota Camry Sedan 2012: 23%
Volkswagen Golf Hatchback 1991: 20%
Volkswagen Beetle Hatchback 2012: 21%
Honda Odyssey Minivan 2012: 20%
Ford Ranger SuperCab 2011: 22%
Hyundai Veracruz SUV 2012: 20%
Jeep Compass SUV 2012: 21%
BMW 1 Series Convertible 2012: 24%
AM General Hummer SUV 2000: 20%
Acura Integra Type R 2001: 22%
Aston Martin Virage Coupe 2012: 20%
Audi 100 Wagon 1994: 20%
Audi S4 Sedan 2007: 22%
BMW M5 Sedan 2010: 20%
BMW X3 SUV 2012: 20%
Chevrolet Impala Sedan 2007: 21%
Chevrolet Silverado 2500HD Regular Cab 2012: 21%
Chevrolet Malibu Sedan 2007: 20%
Dodge Caliber Wagon 2007: 21%
Ford E-Series Wagon Van 2012: 21%
GMC Savana Van 2012: 22%
Geo Metro Convertible 1993: 20%
Hyundai Accent Sedan 2012: 21%
Hyundai Elantra Touring Hatchback 2012: 22%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 22%
Mazda Tribute SUV 2011: 22%
McLaren MP4-12C Coupe 2012: 21%
Mercedes-Benz 300-Class Convertible 1993: 22%
Porsche Panamera Sedan 2012: 21%
Toyota Camry Sedan 2012: 20%
Acura ZDX Hatchback 2012: 20%
Chevrolet Silverado 1500 Regular Cab 2012: 20%
Mercedes-Benz S-Class Sedan 2012: 26%
Acura Integra Type R 2001: 20%
Aston Martin V8 Vantage Coupe 2012: 21%
Aston Martin Virage Coupe 2012: 24%
Audi TTS Coupe 2012: 20%
Audi 100 Sedan 1994: 23%
Audi 100 Wagon 1994: 20%
Audi S5 Coupe 2012: 22%
Audi S4 Sedan 2012: 21%
BMW 1 Series Convertible 2012: 23%
BMW 3 Series Wagon 2012: 23%
BMW 6 Series Convertible 2007: 20%
Bentley Mulsanne Sedan 2011: 21%
Buick Rainier SUV 2007: 25%
Buick Verano Sedan 2012: 22%
Cadillac Escalade EXT Crew Cab 2007: 22%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet HHR SS 2010: 21%
Chevrolet Cobalt SS 2010: 21%
Chevrolet Silverado 2500HD Regular Cab 2012: 23%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 22%
Chevrolet Monte Carlo Coupe 2007: 22%
Dodge Ram Pickup 3500 Crew Cab 2010: 25%
Dodge Charger Sedan 2012: 20%
Eagle Talon Hatchback 1998: 22%
FIAT 500 Abarth 2012: 22%
Ford Expedition EL SUV 2009: 21%
Ford F-150 Regular Cab 2007: 20%
Ford Focus Sedan 2007: 22%
HUMMER H2 SUT Crew Cab 2009: 24%
Hyundai Veloster Hatchback 2012: 22%
Hyundai Sonata Hybrid Sedan 2012: 22%
Hyundai Elantra Sedan 2007: 21%
Hyundai Accent Sedan 2012: 21%
Hyundai Elantra Touring Hatchback 2012: 21%
Infiniti G Coupe IPL 2012: 22%
Lamborghini Diablo Coupe 2001: 22%
MINI Cooper Roadster Convertible 2012: 21%
Mercedes-Benz E-Class Sedan 2012: 22%
Nissan 240SX Coupe 1998: 20%
Spyker C8 Convertible 2009: 26%
Toyota Camry Sedan 2012: 20%
Toyota 4Runner SUV 2012: 21%
Volkswagen Golf Hatchback 1991: 22%
Volvo C30 Hatchback 2012: 22%
Volvo 240 Sedan 1993: 20%
GMC Yukon Hybrid SUV 2012: 36%
AM General Hummer SUV 2000: 33%
Aston Martin V8 Vantage Convertible 2012: 28%
Aston Martin Virage Convertible 2012: 29%
Aston Martin Virage Coupe 2012: 30%
Audi TTS Coupe 2012: 31%
Audi R8 Coupe 2012: 25%
Audi S4 Sedan 2012: 24%
BMW ActiveHybrid 5 Sedan 2012: 27%
BMW 1 Series Coupe 2012: 27%
BMW 6 Series Convertible 2007: 21%
BMW X6 SUV 2012: 20%
Bentley Continental Supersports Conv. Convertible 2012: 21%
Bentley Arnage Sedan 2009: 25%
Bentley Continental GT Coupe 2007: 21%
Bugatti Veyron 16.4 Coupe 2009: 25%
Buick Verano Sedan 2012: 23%
Cadillac Escalade EXT Crew Cab 2007: 22%
Chevrolet Corvette Convertible 2012: 26%
Chevrolet HHR SS 2010: 24%
Chevrolet Tahoe Hybrid SUV 2012: 28%
Chevrolet Avalanche Crew Cab 2012: 28%
Chevrolet Cobalt SS 2010: 30%
Chevrolet Monte Carlo Coupe 2007: 30%
Chevrolet Malibu Sedan 2007: 29%
Chevrolet Silverado 1500 Regular Cab 2012: 27%
Chrysler Town and Country Minivan 2012: 24%
Chrysler 300 SRT-8 2010: 26%
Chrysler Crossfire Convertible 2008: 27%
Chrysler PT Cruiser Convertible 2008: 21%
Dodge Caliber Wagon 2007: 29%
Dodge Caravan Minivan 1997: 27%
Dodge Ram Pickup 3500 Quad Cab 2009: 24%
Dodge Sprinter Cargo Van 2009: 27%
Dodge Dakota Crew Cab 2010: 34%
Dodge Magnum Wagon 2008: 27%
Dodge Challenger SRT8 2011: 33%
Dodge Charger Sedan 2012: 20%
FIAT 500 Abarth 2012: 32%
FIAT 500 Convertible 2012: 23%
Ford F-450 Super Duty Crew Cab 2012: 26%
Ford Freestar Minivan 2007: 29%
Ford Ranger SuperCab 2011: 30%
Ford GT Coupe 2006: 22%
Ford F-150 Regular Cab 2007: 22%
Ford Focus Sedan 2007: 25%
GMC Savana Van 2012: 23%
HUMMER H3T Crew Cab 2010: 25%
HUMMER H2 SUT Crew Cab 2009: 26%
Hyundai Veracruz SUV 2012: 21%
Hyundai Elantra Sedan 2007: 25%
Hyundai Accent Sedan 2012: 23%
Hyundai Sonata Sedan 2012: 25%
Hyundai Azera Sedan 2012: 28%
Infiniti G Coupe IPL 2012: 22%
Infiniti QX56 SUV 2011: 30%
Jaguar XK XKR 2012: 27%
Jeep Wrangler SUV 2012: 27%
Jeep Grand Cherokee SUV 2012: 22%
Lamborghini Reventon Coupe 2008: 22%
Lamborghini Aventador Coupe 2012: 21%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 28%
Land Rover Range Rover SUV 2012: 23%
Land Rover LR2 SUV 2012: 22%
Lincoln Town Car Sedan 2011: 27%
Maybach Landaulet Convertible 2012: 26%
Mazda Tribute SUV 2011: 22%
Mercedes-Benz Sprinter Van 2012: 29%
Mitsubishi Lancer Sedan 2012: 31%
Nissan Leaf Hatchback 2012: 27%
Nissan NV Passenger Van 2012: 23%
Nissan 240SX Coupe 1998: 35%
Porsche Panamera Sedan 2012: 22%
Rolls-Royce Phantom Sedan 2012: 28%
Scion xD Hatchback 2012: 28%
Spyker C8 Convertible 2009: 33%
Suzuki SX4 Hatchback 2012: 28%
Suzuki SX4 Sedan 2012: 22%
Tesla Model S Sedan 2012: 32%
Toyota Camry Sedan 2012: 26%
Volkswagen Golf Hatchback 2012: 20%
Volvo 240 Sedan 1993: 25%
smart fortwo Convertible 2012: 26%
Chevrolet TrailBlazer SS 2009: 28%
Aston Martin V8 Vantage Coupe 2012: 21%
Audi RS 4 Convertible 2008: 26%
Audi A5 Coupe 2012: 27%
Audi S6 Sedan 2011: 23%
BMW 3 Series Sedan 2012: 26%
BMW M5 Sedan 2010: 22%
Bentley Continental Supersports Conv. Convertible 2012: 23%
Bugatti Veyron 16.4 Convertible 2009: 23%
Buick Verano Sedan 2012: 24%
Cadillac SRX SUV 2012: 22%
Chevrolet Corvette Convertible 2012: 22%
Chevrolet Traverse SUV 2012: 22%
Chevrolet HHR SS 2010: 25%
Chevrolet Impala Sedan 2007: 21%
Chevrolet Tahoe Hybrid SUV 2012: 22%
Chevrolet Avalanche Crew Cab 2012: 22%
Chevrolet Malibu Hybrid Sedan 2010: 21%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 24%
Chevrolet Monte Carlo Coupe 2007: 26%
Chevrolet Silverado 1500 Extended Cab 2012: 22%
Chrysler Aspen SUV 2009: 22%
Dodge Caliber Wagon 2012: 24%
Dodge Caliber Wagon 2007: 28%
Dodge Caravan Minivan 1997: 22%
Ferrari FF Coupe 2012: 21%
Ferrari 458 Italia Convertible 2012: 21%
Fisker Karma Sedan 2012: 27%
Ford Mustang Convertible 2007: 27%
Ford Expedition EL SUV 2009: 27%
Ford Ranger SuperCab 2011: 24%
Ford F-150 Regular Cab 2012: 21%
GMC Canyon Extended Cab 2012: 24%
HUMMER H2 SUT Crew Cab 2009: 26%
Honda Odyssey Minivan 2012: 21%
Hyundai Veracruz SUV 2012: 22%
Hyundai Elantra Sedan 2007: 20%
Jaguar XK XKR 2012: 20%
Jeep Patriot SUV 2012: 21%
Lamborghini Diablo Coupe 2001: 21%
Lincoln Town Car Sedan 2011: 26%
Maybach Landaulet Convertible 2012: 27%
Mercedes-Benz 300-Class Convertible 1993: 22%
Suzuki SX4 Sedan 2012: 21%
Volkswagen Golf Hatchback 2012: 22%
Volvo C30 Hatchback 2012: 20%
Volvo 240 Sedan 1993: 22%
Dodge Challenger SRT8 2011: 23%
Chevrolet Tahoe Hybrid SUV 2012: 20%
Mercedes-Benz Sprinter Van 2012: 21%
Audi S4 Sedan 2012: 31%
BMW ActiveHybrid 5 Sedan 2012: 24%
BMW Z4 Convertible 2012: 24%
Chevrolet Corvette ZR1 2012: 21%
Dodge Dakota Crew Cab 2010: 25%
Dodge Dakota Club Cab 2007: 23%
GMC Terrain SUV 2012: 25%
GMC Yukon Hybrid SUV 2012: 26%
Hyundai Elantra Sedan 2007: 24%
Jeep Wrangler SUV 2012: 21%
MINI Cooper Roadster Convertible 2012: 20%
Mercedes-Benz SL-Class Coupe 2009: 22%
Spyker C8 Coupe 2009: 20%
Suzuki SX4 Hatchback 2012: 26%
Toyota Camry Sedan 2012: 27%
Audi S5 Coupe 2012: 36%
Acura RL Sedan 2012: 27%
Audi A5 Coupe 2012: 32%
BMW 6 Series Convertible 2007: 29%
Chevrolet Corvette Convertible 2012: 25%
FIAT 500 Abarth 2012: 25%
Ferrari 458 Italia Convertible 2012: 26%
GMC Yukon Hybrid SUV 2012: 31%
HUMMER H2 SUT Crew Cab 2009: 22%
Hyundai Accent Sedan 2012: 28%
Lamborghini Aventador Coupe 2012: 28%
Mercedes-Benz C-Class Sedan 2012: 27%
Mercedes-Benz Sprinter Van 2012: 26%
Nissan Leaf Hatchback 2012: 21%
Nissan NV Passenger Van 2012: 26%
Porsche Panamera Sedan 2012: 23%
Volvo 240 Sedan 1993: 29%
Chevrolet Impala Sedan 2007: 22%
Jeep Wrangler SUV 2012: 25%
Acura ZDX Hatchback 2012: 20%
BMW 3 Series Wagon 2012: 21%
Bentley Mulsanne Sedan 2011: 21%
Cadillac SRX SUV 2012: 21%
Chevrolet Camaro Convertible 2012: 22%
Chrysler 300 SRT-8 2010: 23%
Chrysler PT Cruiser Convertible 2008: 21%
Dodge Dakota Crew Cab 2010: 21%
Dodge Durango SUV 2012: 21%
Ferrari FF Coupe 2012: 24%
Ford F-450 Super Duty Crew Cab 2012: 22%
Ford Freestar Minivan 2007: 22%
Ford F-150 Regular Cab 2012: 24%
Ford Fiesta Sedan 2012: 20%
GMC Terrain SUV 2012: 20%
GMC Acadia SUV 2012: 20%
Hyundai Accent Sedan 2012: 21%
Jeep Grand Cherokee SUV 2012: 21%
McLaren MP4-12C Coupe 2012: 20%
Mercedes-Benz E-Class Sedan 2012: 21%
Nissan Leaf Hatchback 2012: 21%
Spyker C8 Coupe 2009: 21%
Tesla Model S Sedan 2012: 23%
Toyota Camry Sedan 2012: 22%
Ford GT Coupe 2006: 30%
Acura TL Sedan 2012: 30%
Audi TT Hatchback 2011: 27%
Buick Rainier SUV 2007: 27%
Chevrolet Avalanche Crew Cab 2012: 23%
Chevrolet Monte Carlo Coupe 2007: 23%
Daewoo Nubira Wagon 2002: 25%
Ford Edge SUV 2012: 27%
Honda Odyssey Minivan 2012: 29%
Suzuki Aerio Sedan 2007: 25%
BMW 3 Series Wagon 2012: 24%
Acura Integra Type R 2001: 22%
Audi RS 4 Convertible 2008: 24%
Audi 100 Wagon 1994: 21%
Audi TT Hatchback 2011: 21%
Cadillac SRX SUV 2012: 20%
Chevrolet Impala Sedan 2007: 22%
Chevrolet Cobalt SS 2010: 21%
Chrysler 300 SRT-8 2010: 21%
Dodge Caliber Wagon 2012: 22%
Ford F-450 Super Duty Crew Cab 2012: 21%
Ford F-150 Regular Cab 2012: 21%
HUMMER H2 SUT Crew Cab 2009: 23%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 20%
McLaren MP4-12C Coupe 2012: 20%
Mercedes-Benz S-Class Sedan 2012: 22%
Porsche Panamera Sedan 2012: 21%
smart fortwo Convertible 2012: 23%
Dodge Durango SUV 2012: 29%
BMW X6 SUV 2012: 25%
Bentley Arnage Sedan 2009: 28%
Buick Verano Sedan 2012: 24%
Chrysler Town and Country Minivan 2012: 24%
Dodge Ram Pickup 3500 Quad Cab 2009: 20%
Ford F-450 Super Duty Crew Cab 2012: 23%
Honda Accord Coupe 2012: 26%
Mercedes-Benz SL-Class Coupe 2009: 24%
Suzuki Aerio Sedan 2007: 25%
Tesla Model S Sedan 2012: 23%
Volvo XC90 SUV 2007 : 21%
smart fortwo Convertible 2012: 33%
Acura Integra Type R 2001: 32%
Aston Martin V8 Vantage Coupe 2012: 21%
Aston Martin Virage Coupe 2012: 22%
Audi R8 Coupe 2012: 27%
Audi S5 Coupe 2012: 22%
BMW 3 Series Sedan 2012: 20%
BMW 6 Series Convertible 2007: 31%
BMW X5 SUV 2007: 23%
BMW M6 Convertible 2010: 23%
Bentley Continental Flying Spur Sedan 2007: 27%
Bugatti Veyron 16.4 Convertible 2009: 26%
Buick Enclave SUV 2012: 27%
Cadillac Escalade EXT Crew Cab 2007: 26%
Chevrolet Corvette ZR1 2012: 23%
Chevrolet Avalanche Crew Cab 2012: 26%
Chevrolet Silverado 2500HD Regular Cab 2012: 20%
Chrysler Town and Country Minivan 2012: 28%
Chrysler PT Cruiser Convertible 2008: 23%
Daewoo Nubira Wagon 2002: 30%
Dodge Ram Pickup 3500 Crew Cab 2010: 24%
Dodge Durango SUV 2012: 25%
Dodge Charger Sedan 2012: 27%
Eagle Talon Hatchback 1998: 24%
Ford F-450 Super Duty Crew Cab 2012: 27%
GMC Acadia SUV 2012: 23%
Honda Accord Coupe 2012: 21%
Hyundai Tucson SUV 2012: 26%
Hyundai Sonata Sedan 2012: 24%
Hyundai Elantra Touring Hatchback 2012: 21%
Infiniti G Coupe IPL 2012: 21%
Infiniti QX56 SUV 2011: 23%
Lamborghini Reventon Coupe 2008: 26%
Lamborghini Diablo Coupe 2001: 21%
McLaren MP4-12C Coupe 2012: 24%
Mercedes-Benz E-Class Sedan 2012: 23%
Mercedes-Benz S-Class Sedan 2012: 23%
Mitsubishi Lancer Sedan 2012: 20%
Nissan 240SX Coupe 1998: 23%
Scion xD Hatchback 2012: 29%
Volkswagen Golf Hatchback 2012: 26%
Volkswagen Beetle Hatchback 2012: 26%
Volvo C30 Hatchback 2012: 23%
Dodge Caliber Wagon 2007: 20%
Chevrolet Corvette Convertible 2012: 25%
BMW 1 Series Coupe 2012: 20%
Chevrolet Camaro Convertible 2012: 23%
Ford F-150 Regular Cab 2007: 22%
Nissan Leaf Hatchback 2012: 22%
Aston Martin Virage Coupe 2012: 24%
BMW 3 Series Sedan 2012: 22%
BMW M5 Sedan 2010: 21%
Bentley Continental GT Coupe 2007: 20%
Chevrolet HHR SS 2010: 21%
Chevrolet Malibu Sedan 2007: 21%
Dodge Dakota Crew Cab 2010: 21%
Ford Expedition EL SUV 2009: 21%
Geo Metro Convertible 1993: 20%
Jaguar XK XKR 2012: 21%
Mercedes-Benz C-Class Sedan 2012: 20%
Mercedes-Benz E-Class Sedan 2012: 21%
smart fortwo Convertible 2012: 35%
AM General Hummer SUV 2000: 30%
Acura TL Type-S 2008: 21%
Acura Integra Type R 2001: 30%
Audi TTS Coupe 2012: 21%
Audi R8 Coupe 2012: 23%
Audi S6 Sedan 2011: 25%
Audi S4 Sedan 2007: 22%
BMW 3 Series Wagon 2012: 27%
BMW X5 SUV 2007: 31%
BMW M6 Convertible 2010: 22%
Bentley Arnage Sedan 2009: 25%
Bentley Continental GT Coupe 2012: 28%
Bugatti Veyron 16.4 Coupe 2009: 24%
Buick Enclave SUV 2012: 22%
Cadillac CTS-V Sedan 2012: 26%
Chevrolet Camaro Convertible 2012: 23%
Chevrolet HHR SS 2010: 30%
Chevrolet Impala Sedan 2007: 30%
Chevrolet Express Cargo Van 2007: 26%
Chevrolet Silverado 2500HD Regular Cab 2012: 29%
Chevrolet Express Van 2007: 28%
Chrysler Sebring Convertible 2010: 25%
Chrysler Crossfire Convertible 2008: 30%
Daewoo Nubira Wagon 2002: 29%
Dodge Caliber Wagon 2012: 30%
Dodge Caravan Minivan 1997: 23%
Dodge Dakota Club Cab 2007: 30%
Dodge Durango SUV 2012: 27%
Ferrari FF Coupe 2012: 25%
Ferrari California Convertible 2012: 23%
Ford F-150 Regular Cab 2007: 23%
Ford Focus Sedan 2007: 32%
GMC Terrain SUV 2012: 24%
GMC Acadia SUV 2012: 24%
Geo Metro Convertible 1993: 29%
Honda Odyssey Minivan 2007: 28%
Hyundai Veloster Hatchback 2012: 34%
Hyundai Santa Fe SUV 2012: 26%
Hyundai Sonata Hybrid Sedan 2012: 25%
Hyundai Elantra Sedan 2007: 20%
Hyundai Sonata Sedan 2012: 21%
Isuzu Ascender SUV 2008: 23%
Jaguar XK XKR 2012: 24%
Jeep Patriot SUV 2012: 24%
Jeep Grand Cherokee SUV 2012: 26%
Lamborghini Reventon Coupe 2008: 25%
Land Rover Range Rover SUV 2012: 25%
Lincoln Town Car Sedan 2011: 32%
McLaren MP4-12C Coupe 2012: 29%
Mitsubishi Lancer Sedan 2012: 25%
Rolls-Royce Ghost Sedan 2012: 29%
Rolls-Royce Phantom Sedan 2012: 28%
Suzuki Kizashi Sedan 2012: 28%
Toyota Sequoia SUV 2012: 23%
Toyota Camry Sedan 2012: 27%
Volvo C30 Hatchback 2012: 28%
Volvo XC90 SUV 2007 : 28%
Dodge Challenger SRT8 2011: 21%
BMW M5 Sedan 2010: 21%
Buick Verano Sedan 2012: 20%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 20%
Chevrolet Malibu Sedan 2007: 21%
Chrysler 300 SRT-8 2010: 20%
Dodge Ram Pickup 3500 Quad Cab 2009: 21%
Dodge Charger Sedan 2012: 20%
Spyker C8 Convertible 2009: 28%
AM General Hummer SUV 2000: 20%
Acura RL Sedan 2012: 24%
Acura Integra Type R 2001: 24%
Audi A5 Coupe 2012: 25%
Audi 100 Wagon 1994: 25%
BMW 1 Series Coupe 2012: 23%
BMW 3 Series Wagon 2012: 23%
BMW X6 SUV 2012: 22%
BMW M3 Coupe 2012: 24%
BMW X3 SUV 2012: 21%
Bentley Continental Flying Spur Sedan 2007: 21%
Chevrolet Camaro Convertible 2012: 24%
Chevrolet Express Cargo Van 2007: 23%
Chevrolet Silverado 2500HD Regular Cab 2012: 22%
Chevrolet Express Van 2007: 24%
Chevrolet Monte Carlo Coupe 2007: 20%
Chevrolet Silverado 1500 Regular Cab 2012: 21%
Chrysler Sebring Convertible 2010: 20%
Chrysler PT Cruiser Convertible 2008: 21%
Daewoo Nubira Wagon 2002: 21%
Dodge Caliber Wagon 2007: 25%
Dodge Journey SUV 2012: 22%
Dodge Charger SRT-8 2009: 21%
FIAT 500 Abarth 2012: 20%
Ferrari California Convertible 2012: 27%
GMC Savana Van 2012: 22%
Geo Metro Convertible 1993: 24%
Honda Odyssey Minivan 2012: 24%
Honda Odyssey Minivan 2007: 21%
Honda Accord Coupe 2012: 24%
Honda Accord Sedan 2012: 20%
Hyundai Veloster Hatchback 2012: 20%
Hyundai Tucson SUV 2012: 21%
Hyundai Sonata Hybrid Sedan 2012: 21%
Hyundai Accent Sedan 2012: 24%
Infiniti G Coupe IPL 2012: 21%
Infiniti QX56 SUV 2011: 22%
Jeep Wrangler SUV 2012: 21%
Jeep Liberty SUV 2012: 23%
Jeep Grand Cherokee SUV 2012: 21%
Jeep Compass SUV 2012: 21%
Lamborghini Reventon Coupe 2008: 23%
Maybach Landaulet Convertible 2012: 20%
Mazda Tribute SUV 2011: 26%
Mercedes-Benz E-Class Sedan 2012: 22%
Mercedes-Benz Sprinter Van 2012: 21%
Nissan Leaf Hatchback 2012: 21%
Nissan 240SX Coupe 1998: 21%
Ram C/V Cargo Van Minivan 2012: 21%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 22%
Scion xD Hatchback 2012: 21%
Spyker C8 Coupe 2009: 24%
Suzuki Aerio Sedan 2007: 21%
Suzuki SX4 Hatchback 2012: 28%
Tesla Model S Sedan 2012: 26%
Toyota Sequoia SUV 2012: 20%
Toyota Camry Sedan 2012: 20%
Toyota Corolla Sedan 2012: 23%
Volkswagen Beetle Hatchback 2012: 22%
Ford E-Series Wagon Van 2012: 21%
Volvo 240 Sedan 1993: 22%
Audi TTS Coupe 2012: 21%
Audi 100 Sedan 1994: 20%
BMW 6 Series Convertible 2007: 20%
Mercedes-Benz E-Class Sedan 2012: 20%
Toyota Sequoia SUV 2012: 20%
Audi S6 Sedan 2011: 38%
Aston Martin V8 Vantage Convertible 2012: 29%
Audi RS 4 Convertible 2008: 34%
BMW 1 Series Convertible 2012: 27%
BMW X3 SUV 2012: 27%
BMW Z4 Convertible 2012: 31%
Bentley Continental GT Coupe 2007: 23%
Bugatti Veyron 16.4 Coupe 2009: 36%
Cadillac SRX SUV 2012: 30%
Chevrolet Corvette Convertible 2012: 25%
Chevrolet Traverse SUV 2012: 24%
Chevrolet Camaro Convertible 2012: 27%
Chevrolet Sonic Sedan 2012: 30%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 23%
Chevrolet Express Van 2007: 33%
Dodge Caliber Wagon 2012: 30%
Dodge Dakota Club Cab 2007: 31%
Dodge Magnum Wagon 2008: 29%
Dodge Durango SUV 2007: 26%
Ford Expedition EL SUV 2009: 30%
Ford GT Coupe 2006: 29%
Ford E-Series Wagon Van 2012: 21%
GMC Terrain SUV 2012: 23%
GMC Yukon Hybrid SUV 2012: 23%
Honda Odyssey Minivan 2012: 34%
Hyundai Elantra Sedan 2007: 28%
Isuzu Ascender SUV 2008: 24%
Jeep Wrangler SUV 2012: 28%
Jeep Grand Cherokee SUV 2012: 33%
MINI Cooper Roadster Convertible 2012: 21%
Nissan Juke Hatchback 2012: 36%
Porsche Panamera Sedan 2012: 24%
Ram C/V Cargo Van Minivan 2012: 24%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 34%
Rolls-Royce Ghost Sedan 2012: 26%
Spyker C8 Coupe 2009: 33%
Suzuki Kizashi Sedan 2012: 28%
Suzuki SX4 Hatchback 2012: 26%
Toyota Camry Sedan 2012: 26%
BMW 6 Series Convertible 2007: 24%
BMW 1 Series Coupe 2012: 21%
Mercedes-Benz S-Class Sedan 2012: 22%
Plymouth Neon Coupe 1999: 22%
Audi RS 4 Convertible 2008: 39%
AM General Hummer SUV 2000: 24%
Acura RL Sedan 2012: 30%
Acura TL Type-S 2008: 33%
Acura Integra Type R 2001: 26%
Acura ZDX Hatchback 2012: 32%
Aston Martin V8 Vantage Coupe 2012: 30%
Aston Martin Virage Convertible 2012: 22%
Audi A5 Coupe 2012: 24%
Audi TTS Coupe 2012: 24%
Audi R8 Coupe 2012: 22%
Audi V8 Sedan 1994: 29%
Audi 100 Sedan 1994: 26%
Audi TT Hatchback 2011: 32%
Audi S5 Coupe 2012: 30%
Audi S4 Sedan 2012: 28%
Audi S4 Sedan 2007: 31%
Audi TT RS Coupe 2012: 30%
BMW ActiveHybrid 5 Sedan 2012: 30%
BMW 1 Series Convertible 2012: 34%
BMW 3 Series Wagon 2012: 23%
BMW X5 SUV 2007: 24%
BMW X6 SUV 2012: 21%
BMW M5 Sedan 2010: 26%
BMW M6 Convertible 2010: 23%
BMW Z4 Convertible 2012: 28%
Bentley Continental Supersports Conv. Convertible 2012: 25%
Bentley Arnage Sedan 2009: 38%
Bentley Mulsanne Sedan 2011: 35%
Bentley Continental Flying Spur Sedan 2007: 27%
Buick Regal GS 2012: 26%
Buick Enclave SUV 2012: 28%
Cadillac CTS-V Sedan 2012: 28%
Chevrolet Corvette Convertible 2012: 24%
Chevrolet Traverse SUV 2012: 22%
Chevrolet Camaro Convertible 2012: 35%
Chevrolet HHR SS 2010: 23%
Chevrolet Impala Sedan 2007: 34%
Chevrolet Tahoe Hybrid SUV 2012: 28%
Chevrolet Sonic Sedan 2012: 32%
Chevrolet Express Cargo Van 2007: 33%
Chevrolet Avalanche Crew Cab 2012: 35%
Chevrolet Cobalt SS 2010: 33%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 26%
Chevrolet Silverado 1500 Regular Cab 2012: 27%
Chrysler Sebring Convertible 2010: 36%
Chrysler Town and Country Minivan 2012: 24%
Chrysler 300 SRT-8 2010: 35%
Dodge Caliber Wagon 2012: 34%
Dodge Caliber Wagon 2007: 37%
Dodge Ram Pickup 3500 Crew Cab 2010: 27%
Dodge Ram Pickup 3500 Quad Cab 2009: 25%
Dodge Journey SUV 2012: 32%
Dodge Magnum Wagon 2008: 26%
Dodge Challenger SRT8 2011: 20%
Dodge Durango SUV 2012: 23%
Dodge Durango SUV 2007: 26%
Dodge Charger SRT-8 2009: 25%
FIAT 500 Abarth 2012: 30%
FIAT 500 Convertible 2012: 22%
Ferrari FF Coupe 2012: 24%
Ferrari 458 Italia Coupe 2012: 25%
Fisker Karma Sedan 2012: 21%
Ford F-450 Super Duty Crew Cab 2012: 33%
Ford Freestar Minivan 2007: 23%
Ford Expedition EL SUV 2009: 29%
Ford Edge SUV 2012: 28%
Ford Ranger SuperCab 2011: 34%
Ford F-150 Regular Cab 2012: 30%
GMC Terrain SUV 2012: 28%
GMC Acadia SUV 2012: 28%
GMC Canyon Extended Cab 2012: 30%
Geo Metro Convertible 1993: 33%
HUMMER H2 SUT Crew Cab 2009: 31%
Honda Odyssey Minivan 2012: 32%
Honda Accord Coupe 2012: 30%
Honda Accord Sedan 2012: 32%
Hyundai Tucson SUV 2012: 26%
Hyundai Veracruz SUV 2012: 29%
Hyundai Sonata Hybrid Sedan 2012: 30%
Hyundai Accent Sedan 2012: 28%
Hyundai Sonata Sedan 2012: 26%
Hyundai Elantra Touring Hatchback 2012: 32%
Infiniti QX56 SUV 2011: 24%
Jaguar XK XKR 2012: 36%
Jeep Patriot SUV 2012: 21%
Jeep Liberty SUV 2012: 23%
Jeep Compass SUV 2012: 21%
Lamborghini Reventon Coupe 2008: 23%
Lamborghini Diablo Coupe 2001: 30%
Lincoln Town Car Sedan 2011: 31%
McLaren MP4-12C Coupe 2012: 24%
Mercedes-Benz 300-Class Convertible 1993: 33%
Mercedes-Benz C-Class Sedan 2012: 25%
Mercedes-Benz S-Class Sedan 2012: 21%
Nissan Leaf Hatchback 2012: 28%
Nissan NV Passenger Van 2012: 20%
Nissan Juke Hatchback 2012: 22%
Nissan 240SX Coupe 1998: 26%
Plymouth Neon Coupe 1999: 32%
Porsche Panamera Sedan 2012: 28%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 21%
Scion xD Hatchback 2012: 28%
Spyker C8 Coupe 2009: 27%
Suzuki Aerio Sedan 2007: 26%
Suzuki Kizashi Sedan 2012: 32%
Suzuki SX4 Hatchback 2012: 26%
Suzuki SX4 Sedan 2012: 26%
Toyota Camry Sedan 2012: 25%
Toyota 4Runner SUV 2012: 23%
Volkswagen Golf Hatchback 2012: 27%
Volkswagen Golf Hatchback 1991: 23%
Volvo C30 Hatchback 2012: 33%
Volvo 240 Sedan 1993: 28%
smart fortwo Convertible 2012: 31%
Ram C/V Cargo Van Minivan 2012: 21%
Dodge Ram Pickup 3500 Crew Cab 2010: 20%
Audi TTS Coupe 2012: 40%
Acura RL Sedan 2012: 27%
Acura TL Type-S 2008: 24%
Aston Martin V8 Vantage Convertible 2012: 32%
Aston Martin V8 Vantage Coupe 2012: 30%
Aston Martin Virage Convertible 2012: 21%
Aston Martin Virage Coupe 2012: 23%
Audi R8 Coupe 2012: 34%
Audi V8 Sedan 1994: 21%
Audi 100 Sedan 1994: 25%
Audi 100 Wagon 1994: 25%
Audi TT Hatchback 2011: 28%
Audi S5 Convertible 2012: 27%
Audi S5 Coupe 2012: 35%
Audi TT RS Coupe 2012: 26%
BMW 1 Series Convertible 2012: 27%
BMW 3 Series Sedan 2012: 29%
BMW 6 Series Convertible 2007: 25%
BMW X6 SUV 2012: 30%
BMW M3 Coupe 2012: 34%
BMW M5 Sedan 2010: 31%
BMW Z4 Convertible 2012: 21%
Bentley Continental Supersports Conv. Convertible 2012: 33%
Bentley Mulsanne Sedan 2011: 25%
Bentley Continental GT Coupe 2012: 29%
Bentley Continental GT Coupe 2007: 33%
Bentley Continental Flying Spur Sedan 2007: 32%
Bugatti Veyron 16.4 Convertible 2009: 23%
Buick Regal GS 2012: 31%
Buick Rainier SUV 2007: 33%
Buick Verano Sedan 2012: 27%
Buick Enclave SUV 2012: 31%
Cadillac CTS-V Sedan 2012: 30%
Cadillac SRX SUV 2012: 29%
Cadillac Escalade EXT Crew Cab 2007: 30%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 28%
Chevrolet Corvette Convertible 2012: 30%
Chevrolet Corvette ZR1 2012: 20%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 25%
Chevrolet Traverse SUV 2012: 25%
Chevrolet Camaro Convertible 2012: 35%
Chevrolet Impala Sedan 2007: 24%
Chevrolet Tahoe Hybrid SUV 2012: 36%
Chevrolet Sonic Sedan 2012: 24%
Chevrolet Express Cargo Van 2007: 25%
Chevrolet Avalanche Crew Cab 2012: 22%
Chevrolet Cobalt SS 2010: 37%
Chevrolet Malibu Hybrid Sedan 2010: 27%
Chevrolet TrailBlazer SS 2009: 27%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 25%
Chevrolet Monte Carlo Coupe 2007: 35%
Chevrolet Silverado 1500 Extended Cab 2012: 28%
Chevrolet Silverado 1500 Regular Cab 2012: 33%
Chrysler Aspen SUV 2009: 34%
Chrysler Sebring Convertible 2010: 33%
Chrysler Town and Country Minivan 2012: 32%
Chrysler 300 SRT-8 2010: 34%
Chrysler Crossfire Convertible 2008: 29%
Dodge Caliber Wagon 2012: 31%
Dodge Caliber Wagon 2007: 30%
Dodge Caravan Minivan 1997: 24%
Dodge Sprinter Cargo Van 2009: 23%
Dodge Dakota Crew Cab 2010: 26%
Dodge Dakota Club Cab 2007: 27%
Dodge Challenger SRT8 2011: 27%
Dodge Durango SUV 2007: 29%
Dodge Charger SRT-8 2009: 32%
Eagle Talon Hatchback 1998: 25%
FIAT 500 Convertible 2012: 25%
Ferrari FF Coupe 2012: 31%
Ferrari 458 Italia Convertible 2012: 34%
Ferrari 458 Italia Coupe 2012: 28%
Ford Freestar Minivan 2007: 23%
Ford Edge SUV 2012: 30%
Ford Ranger SuperCab 2011: 29%
Ford F-150 Regular Cab 2007: 28%
Ford Fiesta Sedan 2012: 29%
GMC Terrain SUV 2012: 31%
GMC Savana Van 2012: 27%
GMC Yukon Hybrid SUV 2012: 37%
GMC Acadia SUV 2012: 22%
GMC Canyon Extended Cab 2012: 34%
Geo Metro Convertible 1993: 23%
HUMMER H3T Crew Cab 2010: 25%
Honda Odyssey Minivan 2007: 23%
Hyundai Veloster Hatchback 2012: 27%
Hyundai Sonata Hybrid Sedan 2012: 33%
Hyundai Genesis Sedan 2012: 23%
Hyundai Sonata Sedan 2012: 24%
Hyundai Elantra Touring Hatchback 2012: 23%
Hyundai Azera Sedan 2012: 34%
Infiniti G Coupe IPL 2012: 24%
Infiniti QX56 SUV 2011: 38%
Isuzu Ascender SUV 2008: 27%
Jaguar XK XKR 2012: 29%
Jeep Patriot SUV 2012: 29%
Jeep Wrangler SUV 2012: 35%
Jeep Grand Cherokee SUV 2012: 28%
Jeep Compass SUV 2012: 34%
Lamborghini Reventon Coupe 2008: 23%
Lamborghini Diablo Coupe 2001: 25%
Lincoln Town Car Sedan 2011: 34%
MINI Cooper Roadster Convertible 2012: 23%
Mazda Tribute SUV 2011: 30%
McLaren MP4-12C Coupe 2012: 20%
Mercedes-Benz 300-Class Convertible 1993: 30%
Mercedes-Benz C-Class Sedan 2012: 28%
Mercedes-Benz SL-Class Coupe 2009: 27%
Mercedes-Benz S-Class Sedan 2012: 31%
Mercedes-Benz Sprinter Van 2012: 23%
Mitsubishi Lancer Sedan 2012: 24%
Nissan Leaf Hatchback 2012: 28%
Nissan Juke Hatchback 2012: 26%
Porsche Panamera Sedan 2012: 25%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 21%
Rolls-Royce Ghost Sedan 2012: 30%
Rolls-Royce Phantom Sedan 2012: 29%
Scion xD Hatchback 2012: 22%
Suzuki Aerio Sedan 2007: 22%
Suzuki SX4 Sedan 2012: 28%
Tesla Model S Sedan 2012: 21%
Toyota Sequoia SUV 2012: 25%
Toyota Camry Sedan 2012: 24%
Toyota Corolla Sedan 2012: 24%
Volkswagen Golf Hatchback 2012: 20%
Volvo C30 Hatchback 2012: 22%
Volvo 240 Sedan 1993: 29%
smart fortwo Convertible 2012: 23%
Infiniti G Coupe IPL 2012: 22%
Audi 100 Wagon 1994: 20%
Audi S5 Coupe 2012: 20%
Chevrolet Monte Carlo Coupe 2007: 21%
Infiniti QX56 SUV 2011: 21%
Audi S6 Sedan 2011: 24%
BMW X5 SUV 2007: 22%
Ford Focus Sedan 2007: 21%
Honda Odyssey Minivan 2012: 20%
Honda Odyssey Minivan 2007: 21%
Hyundai Elantra Sedan 2007: 21%
Mercedes-Benz S-Class Sedan 2012: 22%
Toyota Camry Sedan 2012: 21%
Ford Fiesta Sedan 2012: 36%
Aston Martin V8 Vantage Convertible 2012: 32%
Audi V8 Sedan 1994: 22%
Audi 100 Sedan 1994: 27%
BMW 6 Series Convertible 2007: 22%
BMW M6 Convertible 2010: 26%
Buick Enclave SUV 2012: 29%
Chevrolet Traverse SUV 2012: 33%
Chevrolet Malibu Hybrid Sedan 2010: 23%
Chevrolet TrailBlazer SS 2009: 27%
Chevrolet Silverado 1500 Extended Cab 2012: 24%
Dodge Caliber Wagon 2007: 30%
Dodge Challenger SRT8 2011: 27%
FIAT 500 Convertible 2012: 31%
Ford F-450 Super Duty Crew Cab 2012: 28%
Ford Mustang Convertible 2007: 33%
Ford Freestar Minivan 2007: 28%
HUMMER H2 SUT Crew Cab 2009: 26%
Isuzu Ascender SUV 2008: 25%
Jeep Liberty SUV 2012: 32%
Land Rover LR2 SUV 2012: 31%
McLaren MP4-12C Coupe 2012: 33%
Nissan NV Passenger Van 2012: 27%
Spyker C8 Coupe 2009: 27%
Suzuki Kizashi Sedan 2012: 25%
Volvo XC90 SUV 2007 : 25%
Acura RL Sedan 2012: 38%
AM General Hummer SUV 2000: 30%
Acura TL Type-S 2008: 33%
Aston Martin Virage Coupe 2012: 34%
Audi V8 Sedan 1994: 21%
Audi 100 Sedan 1994: 20%
Audi TT Hatchback 2011: 32%
Audi S4 Sedan 2012: 30%
BMW 3 Series Sedan 2012: 27%
BMW X5 SUV 2007: 21%
BMW X6 SUV 2012: 31%
BMW M5 Sedan 2010: 32%
BMW Z4 Convertible 2012: 32%
Bentley Arnage Sedan 2009: 23%
Bentley Continental GT Coupe 2007: 31%
Bugatti Veyron 16.4 Convertible 2009: 26%
Cadillac CTS-V Sedan 2012: 24%
Chevrolet Corvette Convertible 2012: 34%
Chevrolet Express Cargo Van 2007: 21%
Chevrolet Avalanche Crew Cab 2012: 26%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 35%
Chevrolet Malibu Sedan 2007: 20%
Chrysler Sebring Convertible 2010: 36%
Chrysler PT Cruiser Convertible 2008: 21%
Dodge Caliber Wagon 2012: 26%
Dodge Ram Pickup 3500 Quad Cab 2009: 29%
Dodge Dakota Club Cab 2007: 24%
Dodge Magnum Wagon 2008: 25%
Dodge Challenger SRT8 2011: 36%
Dodge Durango SUV 2012: 22%
FIAT 500 Convertible 2012: 24%
Ford F-450 Super Duty Crew Cab 2012: 35%
Ford Freestar Minivan 2007: 27%
Ford F-150 Regular Cab 2007: 21%
GMC Acadia SUV 2012: 23%
GMC Canyon Extended Cab 2012: 29%
HUMMER H2 SUT Crew Cab 2009: 29%
Honda Odyssey Minivan 2007: 34%
Honda Accord Sedan 2012: 25%
Hyundai Azera Sedan 2012: 25%
Jeep Wrangler SUV 2012: 29%
Lamborghini Aventador Coupe 2012: 33%
Lamborghini Diablo Coupe 2001: 31%
Mercedes-Benz Sprinter Van 2012: 26%
Porsche Panamera Sedan 2012: 27%
Spyker C8 Convertible 2009: 30%
Toyota Sequoia SUV 2012: 24%
Volkswagen Beetle Hatchback 2012: 26%
Volvo 240 Sedan 1993: 35%
Audi RS 4 Convertible 2008: 21%
Acura TSX Sedan 2012: 26%
AM General Hummer SUV 2000: 20%
Ford Edge SUV 2012: 27%
Audi TT Hatchback 2011: 24%
Audi TT RS Coupe 2012: 21%
BMW X5 SUV 2007: 23%
BMW M5 Sedan 2010: 27%
Bugatti Veyron 16.4 Convertible 2009: 20%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 20%
Chevrolet Corvette Convertible 2012: 20%
Chevrolet Express Cargo Van 2007: 23%
Chevrolet Avalanche Crew Cab 2012: 23%
Chevrolet Express Van 2007: 20%
Chevrolet Malibu Sedan 2007: 24%
Chrysler Sebring Convertible 2010: 25%
Dodge Caravan Minivan 1997: 22%
Dodge Ram Pickup 3500 Quad Cab 2009: 20%
Dodge Magnum Wagon 2008: 23%
Dodge Durango SUV 2007: 24%
Eagle Talon Hatchback 1998: 22%
Ferrari California Convertible 2012: 20%
Ferrari 458 Italia Convertible 2012: 26%
Ford Expedition EL SUV 2009: 22%
Ford Ranger SuperCab 2011: 21%
Ford F-150 Regular Cab 2012: 22%
Ford F-150 Regular Cab 2007: 24%
Ford E-Series Wagon Van 2012: 21%
Ford Fiesta Sedan 2012: 25%
GMC Savana Van 2012: 22%
Honda Odyssey Minivan 2012: 24%
Hyundai Veracruz SUV 2012: 22%
Hyundai Sonata Hybrid Sedan 2012: 22%
Hyundai Elantra Sedan 2007: 22%
Infiniti QX56 SUV 2011: 27%
Isuzu Ascender SUV 2008: 25%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 21%
Land Rover Range Rover SUV 2012: 22%
Mazda Tribute SUV 2011: 25%
Mercedes-Benz C-Class Sedan 2012: 21%
Spyker C8 Coupe 2009: 24%
Suzuki Kizashi Sedan 2012: 24%
Tesla Model S Sedan 2012: 20%
Toyota Camry Sedan 2012: 25%
Toyota Corolla Sedan 2012: 24%
Volkswagen Golf Hatchback 1991: 21%
Volkswagen Beetle Hatchback 2012: 21%
Volvo XC90 SUV 2007 : 20%
Acura Integra Type R 2001: 22%
Acura ZDX Hatchback 2012: 22%
Audi RS 4 Convertible 2008: 21%
BMW 1 Series Convertible 2012: 21%
BMW X3 SUV 2012: 20%
Ford Ranger SuperCab 2011: 21%
Honda Accord Coupe 2012: 21%
Honda Accord Sedan 2012: 21%
Mercedes-Benz 300-Class Convertible 1993: 21%
Spyker C8 Coupe 2009: 21%
Tesla Model S Sedan 2012: 21%
Volkswagen Golf Hatchback 2012: 20%
Bentley Mulsanne Sedan 2011: 21%
Mercedes-Benz S-Class Sedan 2012: 28%
Audi TTS Coupe 2012: 27%
BMW X3 SUV 2012: 21%
Bugatti Veyron 16.4 Coupe 2009: 20%
Buick Regal GS 2012: 24%
Buick Rainier SUV 2007: 20%
Chevrolet Sonic Sedan 2012: 20%
Chevrolet Malibu Sedan 2007: 27%
Daewoo Nubira Wagon 2002: 25%
Dodge Sprinter Cargo Van 2009: 26%
Dodge Journey SUV 2012: 20%
Dodge Dakota Crew Cab 2010: 21%
Fisker Karma Sedan 2012: 25%
Ford Expedition EL SUV 2009: 23%
Honda Accord Sedan 2012: 21%
Hyundai Veracruz SUV 2012: 24%
Jeep Patriot SUV 2012: 21%
Land Rover Range Rover SUV 2012: 25%
Nissan Leaf Hatchback 2012: 20%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 26%
Rolls-Royce Ghost Sedan 2012: 22%
Scion xD Hatchback 2012: 20%
BMW X5 SUV 2007: 32%
Acura TL Sedan 2012: 23%
Acura TL Type-S 2008: 25%
Acura Integra Type R 2001: 21%
Acura ZDX Hatchback 2012: 21%
Aston Martin V8 Vantage Convertible 2012: 25%
Aston Martin V8 Vantage Coupe 2012: 20%
Aston Martin Virage Convertible 2012: 22%
Aston Martin Virage Coupe 2012: 21%
Audi RS 4 Convertible 2008: 23%
Audi A5 Coupe 2012: 21%
Audi TTS Coupe 2012: 20%
Audi R8 Coupe 2012: 22%
Audi 100 Sedan 1994: 26%
Audi 100 Wagon 1994: 26%
Audi S5 Coupe 2012: 22%
Audi S4 Sedan 2007: 25%
Audi TT RS Coupe 2012: 31%
BMW ActiveHybrid 5 Sedan 2012: 22%
BMW 1 Series Convertible 2012: 30%
BMW 1 Series Coupe 2012: 23%
BMW 3 Series Sedan 2012: 22%
BMW M3 Coupe 2012: 21%
BMW M5 Sedan 2010: 25%
BMW M6 Convertible 2010: 24%
Bentley Continental Supersports Conv. Convertible 2012: 24%
Bentley Mulsanne Sedan 2011: 21%
Bentley Continental GT Coupe 2007: 24%
Bentley Continental Flying Spur Sedan 2007: 29%
Buick Regal GS 2012: 24%
Cadillac CTS-V Sedan 2012: 20%
Cadillac SRX SUV 2012: 22%
Cadillac Escalade EXT Crew Cab 2007: 24%
Chevrolet Corvette Convertible 2012: 26%
Chevrolet Corvette ZR1 2012: 24%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet HHR SS 2010: 22%
Chevrolet Impala Sedan 2007: 24%
Chevrolet Sonic Sedan 2012: 28%
Chevrolet Express Cargo Van 2007: 20%
Chevrolet Avalanche Crew Cab 2012: 27%
Chevrolet Cobalt SS 2010: 28%
Chevrolet Monte Carlo Coupe 2007: 30%
Chevrolet Malibu Sedan 2007: 28%
Chevrolet Silverado 1500 Extended Cab 2012: 25%
Chevrolet Silverado 1500 Regular Cab 2012: 25%
Chrysler Aspen SUV 2009: 24%
Chrysler Sebring Convertible 2010: 26%
Chrysler Town and Country Minivan 2012: 22%
Chrysler 300 SRT-8 2010: 22%
Chrysler Crossfire Convertible 2008: 21%
Chrysler PT Cruiser Convertible 2008: 29%
Dodge Caliber Wagon 2012: 29%
Dodge Caravan Minivan 1997: 21%
Dodge Sprinter Cargo Van 2009: 23%
Dodge Magnum Wagon 2008: 32%
Dodge Challenger SRT8 2011: 23%
Dodge Durango SUV 2012: 25%
Dodge Durango SUV 2007: 29%
Dodge Charger Sedan 2012: 22%
Eagle Talon Hatchback 1998: 26%
FIAT 500 Convertible 2012: 21%
Ferrari FF Coupe 2012: 28%
Ferrari California Convertible 2012: 25%
Ferrari 458 Italia Convertible 2012: 21%
Ferrari 458 Italia Coupe 2012: 20%
Ford F-450 Super Duty Crew Cab 2012: 23%
Ford Mustang Convertible 2007: 26%
Ford Expedition EL SUV 2009: 25%
Ford Edge SUV 2012: 28%
Ford Ranger SuperCab 2011: 23%
Ford GT Coupe 2006: 26%
Ford F-150 Regular Cab 2012: 27%
Ford F-150 Regular Cab 2007: 21%
Ford E-Series Wagon Van 2012: 21%
Ford Fiesta Sedan 2012: 25%
GMC Terrain SUV 2012: 23%
GMC Canyon Extended Cab 2012: 28%
Geo Metro Convertible 1993: 30%
HUMMER H2 SUT Crew Cab 2009: 22%
Honda Odyssey Minivan 2012: 28%
Honda Odyssey Minivan 2007: 22%
Honda Accord Coupe 2012: 27%
Honda Accord Sedan 2012: 28%
Hyundai Veloster Hatchback 2012: 21%
Hyundai Sonata Hybrid Sedan 2012: 27%
Hyundai Azera Sedan 2012: 20%
Infiniti G Coupe IPL 2012: 24%
Infiniti QX56 SUV 2011: 26%
Jaguar XK XKR 2012: 21%
Jeep Liberty SUV 2012: 24%
Jeep Grand Cherokee SUV 2012: 23%
Jeep Compass SUV 2012: 21%
Lamborghini Reventon Coupe 2008: 28%
Lamborghini Aventador Coupe 2012: 28%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 22%
Lamborghini Diablo Coupe 2001: 23%
Land Rover Range Rover SUV 2012: 27%
Land Rover LR2 SUV 2012: 21%
Lincoln Town Car Sedan 2011: 23%
MINI Cooper Roadster Convertible 2012: 26%
Maybach Landaulet Convertible 2012: 26%
Mazda Tribute SUV 2011: 27%
McLaren MP4-12C Coupe 2012: 22%
Mercedes-Benz C-Class Sedan 2012: 24%
Mercedes-Benz E-Class Sedan 2012: 20%
Mercedes-Benz S-Class Sedan 2012: 23%
Mercedes-Benz Sprinter Van 2012: 23%
Nissan 240SX Coupe 1998: 26%
Porsche Panamera Sedan 2012: 30%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 21%
Rolls-Royce Ghost Sedan 2012: 21%
Scion xD Hatchback 2012: 26%
Spyker C8 Convertible 2009: 23%
Spyker C8 Coupe 2009: 25%
Suzuki Kizashi Sedan 2012: 27%
Suzuki SX4 Hatchback 2012: 23%
Suzuki SX4 Sedan 2012: 23%
Tesla Model S Sedan 2012: 23%
Toyota Sequoia SUV 2012: 29%
Toyota Camry Sedan 2012: 22%
Toyota 4Runner SUV 2012: 23%
Volkswagen Golf Hatchback 1991: 28%
Volvo XC90 SUV 2007 : 23%
smart fortwo Convertible 2012: 23%
Audi RS 4 Convertible 2008: 27%
Acura Integra Type R 2001: 20%
Aston Martin Virage Convertible 2012: 21%
Audi 100 Wagon 1994: 26%
Audi TT Hatchback 2011: 25%
Audi S5 Coupe 2012: 22%
BMW 3 Series Wagon 2012: 24%
BMW X5 SUV 2007: 22%
BMW X6 SUV 2012: 22%
Bentley Arnage Sedan 2009: 25%
Bentley Mulsanne Sedan 2011: 21%
Buick Enclave SUV 2012: 22%
Cadillac SRX SUV 2012: 20%
Chevrolet Traverse SUV 2012: 21%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet Avalanche Crew Cab 2012: 23%
Chrysler 300 SRT-8 2010: 20%
Chrysler Crossfire Convertible 2008: 25%
Dodge Dakota Crew Cab 2010: 23%
Dodge Durango SUV 2012: 23%
FIAT 500 Abarth 2012: 22%
Ferrari FF Coupe 2012: 24%
Ford F-450 Super Duty Crew Cab 2012: 21%
Ford Edge SUV 2012: 23%
Ford Ranger SuperCab 2011: 24%
GMC Acadia SUV 2012: 21%
Geo Metro Convertible 1993: 24%
Jeep Grand Cherokee SUV 2012: 22%
Lamborghini Reventon Coupe 2008: 21%
Lamborghini Diablo Coupe 2001: 21%
Lincoln Town Car Sedan 2011: 25%
MINI Cooper Roadster Convertible 2012: 21%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 25%
Rolls-Royce Phantom Sedan 2012: 20%
Spyker C8 Coupe 2009: 21%
Tesla Model S Sedan 2012: 23%
Toyota Sequoia SUV 2012: 23%
Toyota Camry Sedan 2012: 22%
Toyota 4Runner SUV 2012: 22%
BMW 6 Series Convertible 2007: 32%
AM General Hummer SUV 2000: 21%
Acura RL Sedan 2012: 25%
Acura TSX Sedan 2012: 23%
Acura ZDX Hatchback 2012: 23%
Aston Martin Virage Coupe 2012: 20%
Audi 100 Wagon 1994: 20%
Audi S4 Sedan 2012: 22%
BMW 1 Series Convertible 2012: 30%
BMW 3 Series Wagon 2012: 21%
BMW M6 Convertible 2010: 21%
Bentley Continental Supersports Conv. Convertible 2012: 25%
Bentley Mulsanne Sedan 2011: 24%
Bentley Continental GT Coupe 2012: 22%
Bentley Continental Flying Spur Sedan 2007: 31%
Bugatti Veyron 16.4 Coupe 2009: 24%
Buick Regal GS 2012: 28%
Buick Rainier SUV 2007: 26%
Buick Verano Sedan 2012: 24%
Cadillac Escalade EXT Crew Cab 2007: 27%
Chevrolet Corvette ZR1 2012: 28%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 27%
Chevrolet Camaro Convertible 2012: 20%
Chevrolet Impala Sedan 2007: 26%
Chevrolet Avalanche Crew Cab 2012: 21%
Chevrolet Cobalt SS 2010: 21%
Chevrolet Express Van 2007: 26%
Chevrolet Malibu Sedan 2007: 22%
Chrysler Town and Country Minivan 2012: 20%
Chrysler 300 SRT-8 2010: 23%
Dodge Ram Pickup 3500 Crew Cab 2010: 32%
Dodge Ram Pickup 3500 Quad Cab 2009: 26%
Dodge Sprinter Cargo Van 2009: 22%
Dodge Magnum Wagon 2008: 22%
Dodge Challenger SRT8 2011: 23%
Dodge Durango SUV 2007: 20%
Dodge Charger Sedan 2012: 24%
Eagle Talon Hatchback 1998: 22%
FIAT 500 Abarth 2012: 23%
Ferrari California Convertible 2012: 24%
Fisker Karma Sedan 2012: 22%
Ford Expedition EL SUV 2009: 28%
Ford Edge SUV 2012: 28%
Ford GT Coupe 2006: 28%
Ford E-Series Wagon Van 2012: 21%
Ford Fiesta Sedan 2012: 21%
GMC Terrain SUV 2012: 29%
GMC Savana Van 2012: 24%
GMC Acadia SUV 2012: 22%
GMC Canyon Extended Cab 2012: 20%
Geo Metro Convertible 1993: 20%
HUMMER H2 SUT Crew Cab 2009: 21%
Honda Odyssey Minivan 2007: 23%
Honda Accord Coupe 2012: 23%
Hyundai Santa Fe SUV 2012: 24%
Hyundai Tucson SUV 2012: 21%
Hyundai Veracruz SUV 2012: 20%
Hyundai Elantra Sedan 2007: 20%
Hyundai Accent Sedan 2012: 26%
Hyundai Genesis Sedan 2012: 22%
Infiniti QX56 SUV 2011: 26%
Jaguar XK XKR 2012: 22%
Jeep Patriot SUV 2012: 24%
Jeep Wrangler SUV 2012: 20%
Jeep Grand Cherokee SUV 2012: 23%
Jeep Compass SUV 2012: 24%
Lamborghini Reventon Coupe 2008: 23%
Lamborghini Diablo Coupe 2001: 21%
Land Rover Range Rover SUV 2012: 21%
Land Rover LR2 SUV 2012: 28%
MINI Cooper Roadster Convertible 2012: 23%
Maybach Landaulet Convertible 2012: 23%
Mazda Tribute SUV 2011: 22%
Mercedes-Benz C-Class Sedan 2012: 23%
Mercedes-Benz SL-Class Coupe 2009: 23%
Mercedes-Benz S-Class Sedan 2012: 25%
Nissan Juke Hatchback 2012: 22%
Plymouth Neon Coupe 1999: 24%
Ram C/V Cargo Van Minivan 2012: 27%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 22%
Rolls-Royce Ghost Sedan 2012: 26%
Rolls-Royce Phantom Sedan 2012: 24%
Spyker C8 Convertible 2009: 23%
Suzuki SX4 Hatchback 2012: 21%
Toyota Camry Sedan 2012: 21%
Toyota Corolla Sedan 2012: 23%
Toyota 4Runner SUV 2012: 25%
Volkswagen Golf Hatchback 1991: 20%
Volvo C30 Hatchback 2012: 23%
Volvo XC90 SUV 2007 : 22%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 36%
Acura TL Sedan 2012: 34%
Acura TL Type-S 2008: 20%
Acura ZDX Hatchback 2012: 22%
Aston Martin Virage Convertible 2012: 22%
Audi A5 Coupe 2012: 21%
Audi TTS Coupe 2012: 33%
Audi 100 Sedan 1994: 29%
Audi 100 Wagon 1994: 28%
Audi TT Hatchback 2011: 21%
Audi S4 Sedan 2007: 22%
Audi TT RS Coupe 2012: 21%
BMW ActiveHybrid 5 Sedan 2012: 31%
BMW X6 SUV 2012: 32%
BMW M3 Coupe 2012: 23%
Bentley Continental Supersports Conv. Convertible 2012: 26%
Bentley Arnage Sedan 2009: 31%
Buick Regal GS 2012: 24%
Buick Rainier SUV 2007: 33%
Buick Verano Sedan 2012: 25%
Chevrolet HHR SS 2010: 23%
Chevrolet Impala Sedan 2007: 28%
Chevrolet Express Cargo Van 2007: 35%
Chevrolet Cobalt SS 2010: 26%
Chevrolet Malibu Hybrid Sedan 2010: 32%
Chevrolet TrailBlazer SS 2009: 33%
Chevrolet Silverado 1500 Extended Cab 2012: 23%
Chrysler Aspen SUV 2009: 31%
Chrysler Sebring Convertible 2010: 28%
Chrysler Crossfire Convertible 2008: 25%
Dodge Caravan Minivan 1997: 21%
Dodge Ram Pickup 3500 Quad Cab 2009: 28%
Dodge Dakota Crew Cab 2010: 33%
Dodge Charger SRT-8 2009: 30%
FIAT 500 Abarth 2012: 22%
Ferrari FF Coupe 2012: 24%
Ferrari California Convertible 2012: 24%
Ferrari 458 Italia Convertible 2012: 20%
Ferrari 458 Italia Coupe 2012: 28%
Fisker Karma Sedan 2012: 25%
Ford Mustang Convertible 2007: 21%
Ford Ranger SuperCab 2011: 23%
Ford F-150 Regular Cab 2012: 24%
Ford F-150 Regular Cab 2007: 27%
Ford Focus Sedan 2007: 31%
GMC Savana Van 2012: 24%
GMC Canyon Extended Cab 2012: 26%
Geo Metro Convertible 1993: 33%
HUMMER H3T Crew Cab 2010: 22%
HUMMER H2 SUT Crew Cab 2009: 27%
Honda Accord Sedan 2012: 26%
Hyundai Veloster Hatchback 2012: 24%
Hyundai Santa Fe SUV 2012: 24%
Hyundai Veracruz SUV 2012: 33%
Hyundai Sonata Hybrid Sedan 2012: 24%
Hyundai Genesis Sedan 2012: 25%
Hyundai Azera Sedan 2012: 27%
Jaguar XK XKR 2012: 22%
Jeep Patriot SUV 2012: 32%
Jeep Liberty SUV 2012: 33%
Lamborghini Aventador Coupe 2012: 27%
Land Rover LR2 SUV 2012: 26%
Maybach Landaulet Convertible 2012: 25%
Mazda Tribute SUV 2011: 28%
Mercedes-Benz SL-Class Coupe 2009: 29%
Mercedes-Benz Sprinter Van 2012: 24%
Plymouth Neon Coupe 1999: 30%
Suzuki SX4 Sedan 2012: 23%
Tesla Model S Sedan 2012: 26%
Toyota Sequoia SUV 2012: 26%
Toyota Corolla Sedan 2012: 33%
Toyota 4Runner SUV 2012: 33%
Volkswagen Golf Hatchback 1991: 21%
Volvo XC90 SUV 2007 : 32%
Chrysler Crossfire Convertible 2008: 21%
Dodge Caliber Wagon 2012: 20%
Chevrolet Tahoe Hybrid SUV 2012: 47%
Acura TL Sedan 2012: 39%
Acura Integra Type R 2001: 32%
Aston Martin V8 Vantage Coupe 2012: 35%
Aston Martin Virage Convertible 2012: 27%
Audi RS 4 Convertible 2008: 34%
Audi TTS Coupe 2012: 42%
Audi R8 Coupe 2012: 41%
Audi S6 Sedan 2011: 27%
BMW 6 Series Convertible 2007: 33%
BMW M6 Convertible 2010: 31%
BMW X3 SUV 2012: 32%
Bentley Continental Supersports Conv. Convertible 2012: 29%
Bentley Continental GT Coupe 2012: 37%
Buick Regal GS 2012: 37%
Buick Verano Sedan 2012: 35%
Buick Enclave SUV 2012: 34%
Cadillac Escalade EXT Crew Cab 2007: 37%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 43%
Chevrolet Sonic Sedan 2012: 34%
Chevrolet Cobalt SS 2010: 40%
Chevrolet Monte Carlo Coupe 2007: 40%
Chevrolet Silverado 1500 Regular Cab 2012: 36%
Chrysler 300 SRT-8 2010: 42%
Chrysler Crossfire Convertible 2008: 32%
Dodge Caliber Wagon 2007: 40%
Dodge Journey SUV 2012: 41%
Dodge Durango SUV 2007: 30%
Dodge Charger SRT-8 2009: 34%
Eagle Talon Hatchback 1998: 24%
FIAT 500 Abarth 2012: 26%
Ferrari FF Coupe 2012: 44%
Ferrari 458 Italia Convertible 2012: 34%
Fisker Karma Sedan 2012: 27%
Ford Mustang Convertible 2007: 33%
Ford Ranger SuperCab 2011: 41%
Ford E-Series Wagon Van 2012: 24%
Ford Fiesta Sedan 2012: 35%
GMC Terrain SUV 2012: 28%
GMC Savana Van 2012: 23%
GMC Yukon Hybrid SUV 2012: 33%
Geo Metro Convertible 1993: 28%
HUMMER H3T Crew Cab 2010: 24%
Hyundai Veloster Hatchback 2012: 32%
Hyundai Sonata Hybrid Sedan 2012: 29%
Hyundai Genesis Sedan 2012: 37%
Infiniti QX56 SUV 2011: 35%
Jeep Liberty SUV 2012: 34%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 36%
Lincoln Town Car Sedan 2011: 26%
MINI Cooper Roadster Convertible 2012: 35%
Maybach Landaulet Convertible 2012: 28%
Mercedes-Benz C-Class Sedan 2012: 29%
Mitsubishi Lancer Sedan 2012: 32%
Nissan Leaf Hatchback 2012: 33%
Nissan Juke Hatchback 2012: 35%
Ram C/V Cargo Van Minivan 2012: 38%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 40%
Scion xD Hatchback 2012: 33%
Spyker C8 Coupe 2009: 32%
Suzuki Aerio Sedan 2007: 24%
Suzuki Kizashi Sedan 2012: 29%
Suzuki SX4 Hatchback 2012: 30%
Toyota Camry Sedan 2012: 32%
Volkswagen Golf Hatchback 1991: 34%
Jeep Wrangler SUV 2012: 30%
Buick Enclave SUV 2012: 28%
Chevrolet Sonic Sedan 2012: 28%
Chevrolet Avalanche Crew Cab 2012: 28%
Dodge Magnum Wagon 2008: 22%
FIAT 500 Convertible 2012: 25%
Fisker Karma Sedan 2012: 29%
GMC Savana Van 2012: 28%
Hyundai Elantra Sedan 2007: 23%
Infiniti QX56 SUV 2011: 28%
Lincoln Town Car Sedan 2011: 29%
Rolls-Royce Phantom Sedan 2012: 22%
Toyota Sequoia SUV 2012: 21%
Nissan Leaf Hatchback 2012: 27%
Acura TL Sedan 2012: 24%
Acura Integra Type R 2001: 21%
Aston Martin V8 Vantage Coupe 2012: 25%
Audi TTS Coupe 2012: 21%
Audi S5 Convertible 2012: 27%
Audi S4 Sedan 2012: 21%
BMW 1 Series Coupe 2012: 23%
BMW X6 SUV 2012: 21%
BMW Z4 Convertible 2012: 24%
Bentley Continental Supersports Conv. Convertible 2012: 22%
Bentley Mulsanne Sedan 2011: 22%
Buick Regal GS 2012: 22%
Buick Rainier SUV 2007: 24%
Cadillac CTS-V Sedan 2012: 23%
Cadillac Escalade EXT Crew Cab 2007: 23%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 20%
Chevrolet HHR SS 2010: 22%
Chevrolet Tahoe Hybrid SUV 2012: 22%
Chevrolet Cobalt SS 2010: 21%
Chevrolet Monte Carlo Coupe 2007: 26%
Chevrolet Silverado 1500 Regular Cab 2012: 22%
Chrysler Sebring Convertible 2010: 26%
Chrysler PT Cruiser Convertible 2008: 20%
Dodge Caliber Wagon 2007: 22%
Dodge Caravan Minivan 1997: 21%
Dodge Dakota Crew Cab 2010: 27%
Dodge Magnum Wagon 2008: 21%
Dodge Challenger SRT8 2011: 21%
Eagle Talon Hatchback 1998: 20%
Ferrari FF Coupe 2012: 24%
Ford F-450 Super Duty Crew Cab 2012: 22%
Ford Fiesta Sedan 2012: 22%
GMC Savana Van 2012: 25%
GMC Yukon Hybrid SUV 2012: 24%
GMC Canyon Extended Cab 2012: 22%
HUMMER H3T Crew Cab 2010: 22%
Honda Accord Coupe 2012: 21%
Hyundai Sonata Hybrid Sedan 2012: 21%
Hyundai Elantra Sedan 2007: 22%
Hyundai Genesis Sedan 2012: 25%
Infiniti QX56 SUV 2011: 24%
Jeep Wrangler SUV 2012: 23%
Jeep Compass SUV 2012: 22%
Lamborghini Aventador Coupe 2012: 22%
Lamborghini Diablo Coupe 2001: 21%
Land Rover LR2 SUV 2012: 22%
Mercedes-Benz SL-Class Coupe 2009: 20%
Mercedes-Benz Sprinter Van 2012: 25%
Nissan Juke Hatchback 2012: 23%
Nissan 240SX Coupe 1998: 23%
Rolls-Royce Phantom Sedan 2012: 22%
Spyker C8 Coupe 2009: 22%
Suzuki SX4 Hatchback 2012: 24%
Suzuki SX4 Sedan 2012: 23%
Tesla Model S Sedan 2012: 26%
Volvo 240 Sedan 1993: 22%
smart fortwo Convertible 2012: 23%
Buick Enclave SUV 2012: 25%
Acura TL Type-S 2008: 23%
Acura TSX Sedan 2012: 24%
Aston Martin Virage Coupe 2012: 21%
Audi A5 Coupe 2012: 20%
Audi S6 Sedan 2011: 24%
Audi S5 Convertible 2012: 25%
BMW 6 Series Convertible 2007: 23%
BMW X5 SUV 2007: 23%
Bentley Continental Supersports Conv. Convertible 2012: 24%
Bentley Continental GT Coupe 2012: 21%
Bentley Continental Flying Spur Sedan 2007: 23%
Bugatti Veyron 16.4 Coupe 2009: 20%
Buick Regal GS 2012: 22%
Buick Rainier SUV 2007: 23%
Chevrolet Corvette Convertible 2012: 21%
Chevrolet Express Cargo Van 2007: 21%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 24%
Chevrolet Silverado 1500 Extended Cab 2012: 21%
Chrysler Crossfire Convertible 2008: 20%
Dodge Caliber Wagon 2007: 20%
Dodge Charger Sedan 2012: 22%
Eagle Talon Hatchback 1998: 21%
FIAT 500 Abarth 2012: 21%
GMC Savana Van 2012: 21%
Honda Accord Coupe 2012: 22%
Hyundai Veloster Hatchback 2012: 21%
Hyundai Elantra Sedan 2007: 21%
Hyundai Azera Sedan 2012: 20%
Infiniti G Coupe IPL 2012: 21%
Infiniti QX56 SUV 2011: 23%
Isuzu Ascender SUV 2008: 24%
Jaguar XK XKR 2012: 22%
Jeep Wrangler SUV 2012: 23%
Jeep Compass SUV 2012: 21%
Lamborghini Diablo Coupe 2001: 23%
Land Rover LR2 SUV 2012: 22%
Lincoln Town Car Sedan 2011: 25%
McLaren MP4-12C Coupe 2012: 20%
Mercedes-Benz S-Class Sedan 2012: 21%
Mercedes-Benz Sprinter Van 2012: 21%
Suzuki Aerio Sedan 2007: 21%
Volvo C30 Hatchback 2012: 21%
smart fortwo Convertible 2012: 20%
Nissan Leaf Hatchback 2012: 35%
AM General Hummer SUV 2000: 22%
Acura RL Sedan 2012: 25%
Acura TL Sedan 2012: 27%
Acura TL Type-S 2008: 22%
Acura TSX Sedan 2012: 22%
Acura Integra Type R 2001: 21%
Aston Martin V8 Vantage Convertible 2012: 24%
Aston Martin V8 Vantage Coupe 2012: 24%
Audi A5 Coupe 2012: 24%
Audi R8 Coupe 2012: 22%
Audi V8 Sedan 1994: 25%
Audi 100 Sedan 1994: 30%
Audi 100 Wagon 1994: 32%
Audi TT Hatchback 2011: 21%
Audi S6 Sedan 2011: 33%
Audi S5 Convertible 2012: 33%
Audi S4 Sedan 2012: 25%
BMW ActiveHybrid 5 Sedan 2012: 27%
BMW 1 Series Convertible 2012: 21%
BMW 1 Series Coupe 2012: 28%
BMW 6 Series Convertible 2007: 28%
BMW X5 SUV 2007: 24%
BMW M3 Coupe 2012: 21%
BMW Z4 Convertible 2012: 30%
Bentley Continental Supersports Conv. Convertible 2012: 20%
Bentley Arnage Sedan 2009: 25%
Bentley Mulsanne Sedan 2011: 27%
Bentley Continental GT Coupe 2012: 22%
Bentley Continental GT Coupe 2007: 22%
Bentley Continental Flying Spur Sedan 2007: 28%
Bugatti Veyron 16.4 Convertible 2009: 30%
Buick Rainier SUV 2007: 26%
Buick Verano Sedan 2012: 22%
Buick Enclave SUV 2012: 27%
Cadillac CTS-V Sedan 2012: 32%
Cadillac SRX SUV 2012: 21%
Cadillac Escalade EXT Crew Cab 2007: 30%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 22%
Chevrolet HHR SS 2010: 28%
Chevrolet Impala Sedan 2007: 26%
Chevrolet Sonic Sedan 2012: 20%
Chevrolet Express Cargo Van 2007: 25%
Chevrolet Avalanche Crew Cab 2012: 24%
Chevrolet Cobalt SS 2010: 31%
Chevrolet Malibu Hybrid Sedan 2010: 24%
Chevrolet Express Van 2007: 22%
Chevrolet Malibu Sedan 2007: 28%
Chevrolet Silverado 1500 Regular Cab 2012: 29%
Chrysler Aspen SUV 2009: 23%
Chrysler Sebring Convertible 2010: 23%
Chrysler Town and Country Minivan 2012: 25%
Chrysler Crossfire Convertible 2008: 29%
Chrysler PT Cruiser Convertible 2008: 24%
Dodge Caliber Wagon 2012: 23%
Dodge Caliber Wagon 2007: 21%
Dodge Ram Pickup 3500 Quad Cab 2009: 30%
Dodge Journey SUV 2012: 26%
Dodge Challenger SRT8 2011: 31%
Dodge Durango SUV 2012: 26%
Dodge Durango SUV 2007: 25%
Dodge Charger Sedan 2012: 27%
FIAT 500 Convertible 2012: 27%
Ferrari California Convertible 2012: 29%
Ferrari 458 Italia Coupe 2012: 24%
Fisker Karma Sedan 2012: 23%
Ford F-450 Super Duty Crew Cab 2012: 23%
Ford Freestar Minivan 2007: 24%
Ford GT Coupe 2006: 23%
Ford F-150 Regular Cab 2012: 24%
Ford F-150 Regular Cab 2007: 22%
Ford Fiesta Sedan 2012: 20%
GMC Savana Van 2012: 25%
GMC Yukon Hybrid SUV 2012: 25%
GMC Acadia SUV 2012: 28%
GMC Canyon Extended Cab 2012: 23%
Geo Metro Convertible 1993: 26%
HUMMER H2 SUT Crew Cab 2009: 29%
Honda Odyssey Minivan 2012: 32%
Honda Odyssey Minivan 2007: 29%
Honda Accord Coupe 2012: 28%
Hyundai Tucson SUV 2012: 31%
Hyundai Veracruz SUV 2012: 25%
Hyundai Accent Sedan 2012: 20%
Hyundai Genesis Sedan 2012: 26%
Hyundai Elantra Touring Hatchback 2012: 27%
Jeep Liberty SUV 2012: 31%
Jeep Compass SUV 2012: 21%
Lamborghini Reventon Coupe 2008: 25%
Lamborghini Aventador Coupe 2012: 23%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 25%
Lamborghini Diablo Coupe 2001: 27%
Maybach Landaulet Convertible 2012: 20%
Mazda Tribute SUV 2011: 28%
Mercedes-Benz 300-Class Convertible 1993: 28%
Mercedes-Benz SL-Class Coupe 2009: 22%
Mercedes-Benz E-Class Sedan 2012: 26%
Mercedes-Benz S-Class Sedan 2012: 23%
Mercedes-Benz Sprinter Van 2012: 27%
Nissan Juke Hatchback 2012: 23%
Plymouth Neon Coupe 1999: 24%
Ram C/V Cargo Van Minivan 2012: 29%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 26%
Rolls-Royce Ghost Sedan 2012: 20%
Spyker C8 Coupe 2009: 21%
Suzuki Aerio Sedan 2007: 25%
Suzuki Kizashi Sedan 2012: 26%
Suzuki SX4 Hatchback 2012: 20%
Tesla Model S Sedan 2012: 28%
Toyota Camry Sedan 2012: 24%
Toyota Corolla Sedan 2012: 21%
Volkswagen Golf Hatchback 2012: 25%
Volkswagen Beetle Hatchback 2012: 23%
Volvo C30 Hatchback 2012: 28%
smart fortwo Convertible 2012: 23%
Audi 100 Wagon 1994: 20%
Chevrolet Malibu Sedan 2007: 20%
McLaren MP4-12C Coupe 2012: 34%
Acura TL Sedan 2012: 22%
Acura TL Type-S 2008: 27%
Acura TSX Sedan 2012: 22%
Acura Integra Type R 2001: 21%
Acura ZDX Hatchback 2012: 24%
Aston Martin V8 Vantage Convertible 2012: 24%
Aston Martin V8 Vantage Coupe 2012: 24%
Aston Martin Virage Coupe 2012: 23%
Audi TTS Coupe 2012: 28%
Audi 100 Wagon 1994: 23%
Audi S6 Sedan 2011: 21%
Audi S5 Coupe 2012: 20%
BMW ActiveHybrid 5 Sedan 2012: 25%
BMW 1 Series Convertible 2012: 25%
BMW 6 Series Convertible 2007: 30%
BMW X5 SUV 2007: 22%
BMW M6 Convertible 2010: 28%
BMW Z4 Convertible 2012: 28%
Bentley Arnage Sedan 2009: 23%
Bentley Continental GT Coupe 2012: 23%
Bentley Continental GT Coupe 2007: 23%
Bentley Continental Flying Spur Sedan 2007: 27%
Bugatti Veyron 16.4 Convertible 2009: 22%
Buick Rainier SUV 2007: 21%
Cadillac CTS-V Sedan 2012: 25%
Cadillac Escalade EXT Crew Cab 2007: 22%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 22%
Chevrolet Corvette Convertible 2012: 26%
Chevrolet Corvette ZR1 2012: 22%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 23%
Chevrolet Tahoe Hybrid SUV 2012: 24%
Chevrolet Sonic Sedan 2012: 21%
Chevrolet Express Cargo Van 2007: 22%
Chevrolet Cobalt SS 2010: 21%
Chevrolet Silverado 1500 Extended Cab 2012: 26%
Chrysler Town and Country Minivan 2012: 28%
Chrysler Crossfire Convertible 2008: 25%
Daewoo Nubira Wagon 2002: 24%
Dodge Caliber Wagon 2007: 27%
Dodge Ram Pickup 3500 Quad Cab 2009: 27%
Dodge Dakota Club Cab 2007: 22%
Dodge Durango SUV 2007: 23%
Dodge Charger Sedan 2012: 21%
FIAT 500 Abarth 2012: 23%
Ferrari 458 Italia Coupe 2012: 25%
Fisker Karma Sedan 2012: 20%
Ford F-450 Super Duty Crew Cab 2012: 22%
Ford Edge SUV 2012: 21%
Ford GT Coupe 2006: 22%
Ford F-150 Regular Cab 2012: 30%
Ford F-150 Regular Cab 2007: 23%
Ford Fiesta Sedan 2012: 23%
GMC Savana Van 2012: 22%
GMC Yukon Hybrid SUV 2012: 23%
GMC Acadia SUV 2012: 22%
GMC Canyon Extended Cab 2012: 29%
Geo Metro Convertible 1993: 21%
HUMMER H2 SUT Crew Cab 2009: 31%
Honda Odyssey Minivan 2012: 21%
Honda Accord Coupe 2012: 26%
Hyundai Tucson SUV 2012: 27%
Hyundai Sonata Hybrid Sedan 2012: 21%
Hyundai Elantra Sedan 2007: 23%
Hyundai Sonata Sedan 2012: 27%
Hyundai Elantra Touring Hatchback 2012: 20%
Infiniti QX56 SUV 2011: 22%
Isuzu Ascender SUV 2008: 27%
Jeep Patriot SUV 2012: 30%
Jeep Wrangler SUV 2012: 22%
Jeep Liberty SUV 2012: 24%
Lamborghini Reventon Coupe 2008: 28%
Lamborghini Aventador Coupe 2012: 26%
Lamborghini Diablo Coupe 2001: 27%
Lincoln Town Car Sedan 2011: 20%
MINI Cooper Roadster Convertible 2012: 26%
Mercedes-Benz C-Class Sedan 2012: 23%
Mercedes-Benz SL-Class Coupe 2009: 27%
Mercedes-Benz S-Class Sedan 2012: 25%
Mercedes-Benz Sprinter Van 2012: 28%
Nissan Juke Hatchback 2012: 29%
Nissan 240SX Coupe 1998: 31%
Plymouth Neon Coupe 1999: 25%
Porsche Panamera Sedan 2012: 20%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 23%
Scion xD Hatchback 2012: 30%
Suzuki Kizashi Sedan 2012: 23%
Tesla Model S Sedan 2012: 23%
Toyota Corolla Sedan 2012: 26%
Volkswagen Golf Hatchback 1991: 22%
Volvo C30 Hatchback 2012: 29%
smart fortwo Convertible 2012: 23%
Toyota Camry Sedan 2012: 24%
Chrysler Town and Country Minivan 2012: 21%
Eagle Talon Hatchback 1998: 21%
McLaren MP4-12C Coupe 2012: 21%
Suzuki SX4 Hatchback 2012: 21%
Audi 100 Wagon 1994: 24%
Aston Martin Virage Convertible 2012: 22%
Audi TT RS Coupe 2012: 21%
BMW 3 Series Wagon 2012: 22%
BMW X5 SUV 2007: 22%
Buick Enclave SUV 2012: 22%
Cadillac Escalade EXT Crew Cab 2007: 23%
Chevrolet Monte Carlo Coupe 2007: 22%
Chrysler 300 SRT-8 2010: 20%
Daewoo Nubira Wagon 2002: 21%
Dodge Caliber Wagon 2007: 20%
Dodge Sprinter Cargo Van 2009: 20%
FIAT 500 Convertible 2012: 20%
Ford F-150 Regular Cab 2007: 23%
GMC Yukon Hybrid SUV 2012: 20%
Honda Accord Sedan 2012: 21%
Hyundai Veracruz SUV 2012: 20%
Infiniti G Coupe IPL 2012: 20%
Jeep Grand Cherokee SUV 2012: 22%
McLaren MP4-12C Coupe 2012: 20%
Spyker C8 Convertible 2009: 20%
Spyker C8 Coupe 2009: 21%
Tesla Model S Sedan 2012: 21%
Bentley Continental GT Coupe 2012: 45%
AM General Hummer SUV 2000: 29%
Acura RL Sedan 2012: 23%
Acura TL Sedan 2012: 28%
Acura TL Type-S 2008: 21%
Acura TSX Sedan 2012: 30%
Acura Integra Type R 2001: 39%
Acura ZDX Hatchback 2012: 34%
Aston Martin V8 Vantage Convertible 2012: 23%
Aston Martin V8 Vantage Coupe 2012: 42%
Aston Martin Virage Convertible 2012: 27%
Audi A5 Coupe 2012: 25%
Audi TTS Coupe 2012: 28%
Audi R8 Coupe 2012: 34%
Audi V8 Sedan 1994: 24%
Audi 100 Sedan 1994: 32%
Audi 100 Wagon 1994: 29%
Audi TT Hatchback 2011: 27%
Audi S6 Sedan 2011: 37%
Audi S5 Convertible 2012: 26%
Audi S5 Coupe 2012: 29%
Audi S4 Sedan 2012: 26%
Audi TT RS Coupe 2012: 22%
BMW ActiveHybrid 5 Sedan 2012: 28%
BMW 1 Series Convertible 2012: 31%
BMW 1 Series Coupe 2012: 34%
BMW 3 Series Wagon 2012: 32%
BMW 6 Series Convertible 2007: 24%
BMW X6 SUV 2012: 26%
BMW M3 Coupe 2012: 31%
BMW M5 Sedan 2010: 33%
BMW M6 Convertible 2010: 34%
BMW Z4 Convertible 2012: 30%
Bentley Continental Supersports Conv. Convertible 2012: 27%
Bentley Arnage Sedan 2009: 34%
Bentley Mulsanne Sedan 2011: 26%
Bentley Continental GT Coupe 2007: 20%
Bentley Continental Flying Spur Sedan 2007: 35%
Bugatti Veyron 16.4 Convertible 2009: 34%
Bugatti Veyron 16.4 Coupe 2009: 25%
Buick Regal GS 2012: 34%
Buick Rainier SUV 2007: 34%
Buick Verano Sedan 2012: 22%
Buick Enclave SUV 2012: 31%
Cadillac CTS-V Sedan 2012: 33%
Cadillac SRX SUV 2012: 35%
Cadillac Escalade EXT Crew Cab 2007: 22%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 40%
Chevrolet Corvette Convertible 2012: 24%
Chevrolet Corvette ZR1 2012: 23%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 33%
Chevrolet Camaro Convertible 2012: 24%
Chevrolet HHR SS 2010: 28%
Chevrolet Impala Sedan 2007: 25%
Chevrolet Tahoe Hybrid SUV 2012: 27%
Chevrolet Sonic Sedan 2012: 30%
Chevrolet Express Cargo Van 2007: 32%
Chevrolet Cobalt SS 2010: 35%
Chevrolet Malibu Hybrid Sedan 2010: 39%
Chevrolet TrailBlazer SS 2009: 28%
Chevrolet Silverado 2500HD Regular Cab 2012: 25%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 26%
Chevrolet Express Van 2007: 31%
Chevrolet Monte Carlo Coupe 2007: 21%
Chevrolet Malibu Sedan 2007: 32%
Chevrolet Silverado 1500 Extended Cab 2012: 26%
Chevrolet Silverado 1500 Regular Cab 2012: 36%
Chrysler Sebring Convertible 2010: 23%
Chrysler Town and Country Minivan 2012: 30%
Chrysler 300 SRT-8 2010: 22%
Chrysler Crossfire Convertible 2008: 35%
Chrysler PT Cruiser Convertible 2008: 24%
Daewoo Nubira Wagon 2002: 38%
Dodge Caliber Wagon 2012: 26%
Dodge Caliber Wagon 2007: 33%
Dodge Caravan Minivan 1997: 30%
Dodge Ram Pickup 3500 Crew Cab 2010: 38%
Dodge Ram Pickup 3500 Quad Cab 2009: 28%
Dodge Journey SUV 2012: 32%
Dodge Dakota Crew Cab 2010: 36%
Dodge Dakota Club Cab 2007: 27%
Dodge Magnum Wagon 2008: 32%
Dodge Challenger SRT8 2011: 42%
Dodge Durango SUV 2012: 21%
Dodge Durango SUV 2007: 26%
Dodge Charger Sedan 2012: 30%
Dodge Charger SRT-8 2009: 31%
Eagle Talon Hatchback 1998: 33%
FIAT 500 Abarth 2012: 35%
FIAT 500 Convertible 2012: 35%
Ferrari FF Coupe 2012: 27%
Ferrari California Convertible 2012: 29%
Ferrari 458 Italia Convertible 2012: 34%
Ferrari 458 Italia Coupe 2012: 27%
Fisker Karma Sedan 2012: 25%
Ford F-450 Super Duty Crew Cab 2012: 25%
Ford Mustang Convertible 2007: 24%
Ford Freestar Minivan 2007: 35%
Ford Expedition EL SUV 2009: 29%
Ford Edge SUV 2012: 29%
Ford Ranger SuperCab 2011: 26%
Ford GT Coupe 2006: 33%
Ford F-150 Regular Cab 2012: 25%
Ford E-Series Wagon Van 2012: 30%
Ford Fiesta Sedan 2012: 26%
GMC Savana Van 2012: 28%
GMC Yukon Hybrid SUV 2012: 37%
GMC Acadia SUV 2012: 31%
GMC Canyon Extended Cab 2012: 31%
Geo Metro Convertible 1993: 37%
HUMMER H2 SUT Crew Cab 2009: 35%
Honda Odyssey Minivan 2012: 33%
Honda Odyssey Minivan 2007: 26%
Hyundai Veloster Hatchback 2012: 33%
Hyundai Santa Fe SUV 2012: 29%
Hyundai Tucson SUV 2012: 38%
Hyundai Veracruz SUV 2012: 29%
Hyundai Sonata Hybrid Sedan 2012: 23%
Hyundai Elantra Sedan 2007: 29%
Hyundai Accent Sedan 2012: 20%
Hyundai Genesis Sedan 2012: 30%
Hyundai Sonata Sedan 2012: 33%
Hyundai Elantra Touring Hatchback 2012: 33%
Hyundai Azera Sedan 2012: 28%
Infiniti QX56 SUV 2011: 37%
Isuzu Ascender SUV 2008: 30%
Jaguar XK XKR 2012: 33%
Jeep Wrangler SUV 2012: 23%
Jeep Liberty SUV 2012: 30%
Jeep Grand Cherokee SUV 2012: 34%
Jeep Compass SUV 2012: 22%
Lamborghini Reventon Coupe 2008: 30%
Lamborghini Aventador Coupe 2012: 34%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 33%
Lamborghini Diablo Coupe 2001: 42%
Land Rover Range Rover SUV 2012: 26%
Land Rover LR2 SUV 2012: 24%
MINI Cooper Roadster Convertible 2012: 30%
Maybach Landaulet Convertible 2012: 24%
Mazda Tribute SUV 2011: 23%
Mercedes-Benz 300-Class Convertible 1993: 29%
Mercedes-Benz C-Class Sedan 2012: 24%
Mercedes-Benz SL-Class Coupe 2009: 29%
Mercedes-Benz E-Class Sedan 2012: 37%
Mercedes-Benz S-Class Sedan 2012: 36%
Mercedes-Benz Sprinter Van 2012: 30%
Mitsubishi Lancer Sedan 2012: 26%
Nissan Leaf Hatchback 2012: 30%
Nissan NV Passenger Van 2012: 26%
Nissan Juke Hatchback 2012: 28%
Nissan 240SX Coupe 1998: 30%
Plymouth Neon Coupe 1999: 30%
Porsche Panamera Sedan 2012: 23%
Ram C/V Cargo Van Minivan 2012: 30%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 25%
Rolls-Royce Ghost Sedan 2012: 27%
Rolls-Royce Phantom Sedan 2012: 30%
Scion xD Hatchback 2012: 24%
Spyker C8 Convertible 2009: 25%
Spyker C8 Coupe 2009: 26%
Suzuki Aerio Sedan 2007: 36%
Suzuki Kizashi Sedan 2012: 28%
Suzuki SX4 Hatchback 2012: 29%
Suzuki SX4 Sedan 2012: 25%
Tesla Model S Sedan 2012: 21%
Toyota Sequoia SUV 2012: 28%
Toyota Camry Sedan 2012: 22%
Toyota Corolla Sedan 2012: 37%
Volkswagen Golf Hatchback 2012: 27%
Volkswagen Golf Hatchback 1991: 33%
Volkswagen Beetle Hatchback 2012: 34%
Volvo C30 Hatchback 2012: 34%
Honda Accord Sedan 2012: 23%
Aston Martin Virage Coupe 2012: 20%
Ford F-150 Regular Cab 2007: 22%
Honda Accord Coupe 2012: 22%
Lincoln Town Car Sedan 2011: 23%
Chevrolet Corvette ZR1 2012: 24%
Toyota 4Runner SUV 2012: 21%
smart fortwo Convertible 2012: 24%
Audi S4 Sedan 2007: 23%
Chrysler Aspen SUV 2009: 23%
Ford Focus Sedan 2007: 21%
HUMMER H3T Crew Cab 2010: 21%
Honda Accord Coupe 2012: 20%
Toyota 4Runner SUV 2012: 22%
Bentley Continental GT Coupe 2007: 22%
Chrysler Crossfire Convertible 2008: 21%
Eagle Talon Hatchback 1998: 20%
Ford F-150 Regular Cab 2012: 20%
GMC Savana Van 2012: 20%
Mercedes-Benz S-Class Sedan 2012: 20%
Toyota Corolla Sedan 2012: 20%
Lamborghini Diablo Coupe 2001: 52%
AM General Hummer SUV 2000: 42%
Acura RL Sedan 2012: 44%
Acura TL Sedan 2012: 32%
Acura TL Type-S 2008: 24%
Acura TSX Sedan 2012: 33%
Acura Integra Type R 2001: 38%
Acura ZDX Hatchback 2012: 30%
Aston Martin V8 Vantage Convertible 2012: 27%
Aston Martin V8 Vantage Coupe 2012: 33%
Aston Martin Virage Convertible 2012: 37%
Aston Martin Virage Coupe 2012: 35%
Audi RS 4 Convertible 2008: 31%
Audi A5 Coupe 2012: 29%
Audi TTS Coupe 2012: 26%
Audi R8 Coupe 2012: 20%
Audi V8 Sedan 1994: 29%
Audi 100 Sedan 1994: 40%
Audi 100 Wagon 1994: 34%
Audi TT Hatchback 2011: 20%
Audi S6 Sedan 2011: 35%
Audi S5 Convertible 2012: 37%
Audi S4 Sedan 2012: 26%
Audi TT RS Coupe 2012: 34%
BMW ActiveHybrid 5 Sedan 2012: 25%
BMW 1 Series Convertible 2012: 30%
BMW 1 Series Coupe 2012: 34%
BMW 3 Series Sedan 2012: 38%
BMW 3 Series Wagon 2012: 34%
BMW 6 Series Convertible 2007: 34%
BMW X5 SUV 2007: 30%
BMW X6 SUV 2012: 29%
BMW M3 Coupe 2012: 23%
BMW M5 Sedan 2010: 29%
BMW M6 Convertible 2010: 34%
BMW X3 SUV 2012: 24%
BMW Z4 Convertible 2012: 24%
Bentley Continental Supersports Conv. Convertible 2012: 24%
Bentley Arnage Sedan 2009: 28%
Bentley Mulsanne Sedan 2011: 29%
Bentley Continental GT Coupe 2012: 31%
Bentley Continental Flying Spur Sedan 2007: 46%
Bugatti Veyron 16.4 Convertible 2009: 29%
Bugatti Veyron 16.4 Coupe 2009: 40%
Buick Regal GS 2012: 26%
Buick Rainier SUV 2007: 31%
Buick Verano Sedan 2012: 28%
Buick Enclave SUV 2012: 39%
Cadillac CTS-V Sedan 2012: 30%
Cadillac SRX SUV 2012: 26%
Cadillac Escalade EXT Crew Cab 2007: 24%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 36%
Chevrolet Corvette Convertible 2012: 37%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 34%
Chevrolet Traverse SUV 2012: 26%
Chevrolet Camaro Convertible 2012: 26%
Chevrolet HHR SS 2010: 48%
Chevrolet Impala Sedan 2007: 30%
Chevrolet Tahoe Hybrid SUV 2012: 42%
Chevrolet Sonic Sedan 2012: 32%
Chevrolet Express Cargo Van 2007: 44%
Chevrolet Avalanche Crew Cab 2012: 23%
Chevrolet Cobalt SS 2010: 29%
Chevrolet Malibu Hybrid Sedan 2010: 28%
Chevrolet TrailBlazer SS 2009: 31%
Chevrolet Silverado 2500HD Regular Cab 2012: 45%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 25%
Chevrolet Express Van 2007: 23%
Chevrolet Monte Carlo Coupe 2007: 37%
Chevrolet Malibu Sedan 2007: 28%
Chevrolet Silverado 1500 Extended Cab 2012: 21%
Chevrolet Silverado 1500 Regular Cab 2012: 26%
Chrysler Aspen SUV 2009: 50%
Chrysler Sebring Convertible 2010: 24%
Chrysler Town and Country Minivan 2012: 34%
Chrysler 300 SRT-8 2010: 37%
Chrysler Crossfire Convertible 2008: 43%
Chrysler PT Cruiser Convertible 2008: 42%
Dodge Caliber Wagon 2012: 29%
Dodge Caliber Wagon 2007: 29%
Dodge Caravan Minivan 1997: 37%
Dodge Ram Pickup 3500 Crew Cab 2010: 26%
Dodge Ram Pickup 3500 Quad Cab 2009: 39%
Dodge Sprinter Cargo Van 2009: 21%
Dodge Journey SUV 2012: 41%
Dodge Dakota Crew Cab 2010: 30%
Dodge Dakota Club Cab 2007: 29%
Dodge Challenger SRT8 2011: 34%
Dodge Durango SUV 2007: 42%
Dodge Charger Sedan 2012: 35%
Dodge Charger SRT-8 2009: 28%
Eagle Talon Hatchback 1998: 31%
FIAT 500 Abarth 2012: 34%
FIAT 500 Convertible 2012: 37%
Ferrari FF Coupe 2012: 41%
Ferrari California Convertible 2012: 42%
Ferrari 458 Italia Convertible 2012: 33%
Ferrari 458 Italia Coupe 2012: 38%
Fisker Karma Sedan 2012: 22%
Ford F-450 Super Duty Crew Cab 2012: 34%
Ford Mustang Convertible 2007: 30%
Ford Freestar Minivan 2007: 33%
Ford Expedition EL SUV 2009: 28%
Ford Edge SUV 2012: 33%
Ford Ranger SuperCab 2011: 33%
Ford GT Coupe 2006: 31%
Ford F-150 Regular Cab 2012: 40%
Ford F-150 Regular Cab 2007: 32%
Ford Focus Sedan 2007: 24%
Ford E-Series Wagon Van 2012: 38%
Ford Fiesta Sedan 2012: 44%
GMC Terrain SUV 2012: 24%
GMC Savana Van 2012: 21%
GMC Yukon Hybrid SUV 2012: 22%
GMC Acadia SUV 2012: 29%
GMC Canyon Extended Cab 2012: 32%
Geo Metro Convertible 1993: 32%
HUMMER H3T Crew Cab 2010: 23%
HUMMER H2 SUT Crew Cab 2009: 26%
Honda Odyssey Minivan 2012: 35%
Honda Odyssey Minivan 2007: 45%
Honda Accord Coupe 2012: 41%
Honda Accord Sedan 2012: 30%
Hyundai Veloster Hatchback 2012: 36%
Hyundai Santa Fe SUV 2012: 32%
Hyundai Tucson SUV 2012: 35%
Hyundai Veracruz SUV 2012: 37%
Hyundai Sonata Hybrid Sedan 2012: 41%
Hyundai Elantra Sedan 2007: 27%
Hyundai Accent Sedan 2012: 31%
Hyundai Genesis Sedan 2012: 36%
Hyundai Sonata Sedan 2012: 32%
Hyundai Elantra Touring Hatchback 2012: 21%
Infiniti G Coupe IPL 2012: 23%
Infiniti QX56 SUV 2011: 41%
Isuzu Ascender SUV 2008: 37%
Jaguar XK XKR 2012: 22%
Jeep Patriot SUV 2012: 36%
Jeep Wrangler SUV 2012: 37%
Jeep Liberty SUV 2012: 23%
Jeep Grand Cherokee SUV 2012: 33%
Jeep Compass SUV 2012: 38%
Lamborghini Reventon Coupe 2008: 33%
Lamborghini Aventador Coupe 2012: 21%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 35%
Land Rover Range Rover SUV 2012: 35%
Land Rover LR2 SUV 2012: 36%
Lincoln Town Car Sedan 2011: 43%
MINI Cooper Roadster Convertible 2012: 29%
Maybach Landaulet Convertible 2012: 33%
Mazda Tribute SUV 2011: 43%
McLaren MP4-12C Coupe 2012: 22%
Mercedes-Benz 300-Class Convertible 1993: 43%
Mercedes-Benz C-Class Sedan 2012: 27%
Mercedes-Benz SL-Class Coupe 2009: 28%
Mercedes-Benz E-Class Sedan 2012: 38%
Mercedes-Benz S-Class Sedan 2012: 28%
Mercedes-Benz Sprinter Van 2012: 42%
Mitsubishi Lancer Sedan 2012: 20%
Nissan Leaf Hatchback 2012: 33%
Nissan NV Passenger Van 2012: 28%
Nissan Juke Hatchback 2012: 35%
Nissan 240SX Coupe 1998: 25%
Plymouth Neon Coupe 1999: 32%
Ram C/V Cargo Van Minivan 2012: 25%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 42%
Rolls-Royce Ghost Sedan 2012: 37%
Rolls-Royce Phantom Sedan 2012: 30%
Scion xD Hatchback 2012: 27%
Spyker C8 Convertible 2009: 33%
Spyker C8 Coupe 2009: 34%
Suzuki Aerio Sedan 2007: 37%
Suzuki Kizashi Sedan 2012: 34%
Suzuki SX4 Hatchback 2012: 46%
Suzuki SX4 Sedan 2012: 31%
Tesla Model S Sedan 2012: 30%
Toyota Sequoia SUV 2012: 30%
Toyota Camry Sedan 2012: 33%
Toyota 4Runner SUV 2012: 34%
Volkswagen Golf Hatchback 2012: 25%
Volkswagen Golf Hatchback 1991: 25%
Volkswagen Beetle Hatchback 2012: 48%
Volvo C30 Hatchback 2012: 43%
Volvo 240 Sedan 1993: 28%
Volvo XC90 SUV 2007 : 30%
smart fortwo Convertible 2012: 23%
Scion xD Hatchback 2012: 20%
Hyundai Veracruz SUV 2012: 21%
BMW 3 Series Sedan 2012: 21%
Chrysler Crossfire Convertible 2008: 20%
Chevrolet Express Cargo Van 2007: 23%
Aston Martin Virage Coupe 2012: 22%
Eagle Talon Hatchback 1998: 21%
Suzuki SX4 Hatchback 2012: 20%
Audi S5 Coupe 2012: 25%
Acura Integra Type R 2001: 23%
Aston Martin Virage Convertible 2012: 23%
Audi RS 4 Convertible 2008: 21%
Audi A5 Coupe 2012: 20%
Audi 100 Wagon 1994: 20%
Audi S4 Sedan 2007: 21%
BMW 3 Series Wagon 2012: 21%
Bentley Continental Flying Spur Sedan 2007: 21%
Cadillac SRX SUV 2012: 21%
Chevrolet Avalanche Crew Cab 2012: 21%
Chevrolet Malibu Sedan 2007: 24%
Chrysler 300 SRT-8 2010: 20%
Ford F-450 Super Duty Crew Cab 2012: 22%
Ford Expedition EL SUV 2009: 22%
Ford Edge SUV 2012: 24%
Ford F-150 Regular Cab 2012: 20%
Ford F-150 Regular Cab 2007: 21%
Ford E-Series Wagon Van 2012: 21%
Honda Accord Coupe 2012: 21%
Honda Accord Sedan 2012: 21%
Hyundai Veracruz SUV 2012: 21%
Hyundai Genesis Sedan 2012: 20%
Hyundai Sonata Sedan 2012: 21%
Jeep Compass SUV 2012: 21%
Mazda Tribute SUV 2011: 20%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 21%
Scion xD Hatchback 2012: 20%
Lamborghini Diablo Coupe 2001: 22%
Bentley Continental Supersports Conv. Convertible 2012: 25%
Acura TL Type-S 2008: 22%
Acura ZDX Hatchback 2012: 22%
Audi S5 Coupe 2012: 20%
BMW 6 Series Convertible 2007: 20%
Buick Verano Sedan 2012: 22%
Buick Enclave SUV 2012: 22%
Chevrolet Corvette ZR1 2012: 22%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 22%
Chevrolet Impala Sedan 2007: 22%
Chevrolet Silverado 1500 Extended Cab 2012: 24%
Chrysler Town and Country Minivan 2012: 24%
Chrysler PT Cruiser Convertible 2008: 22%
Honda Odyssey Minivan 2007: 21%
Hyundai Sonata Hybrid Sedan 2012: 25%
Hyundai Azera Sedan 2012: 21%
Infiniti G Coupe IPL 2012: 20%
Lamborghini Reventon Coupe 2008: 23%
Mercedes-Benz Sprinter Van 2012: 24%
Audi S5 Convertible 2012: 27%
Aston Martin Virage Convertible 2012: 27%
Audi 100 Sedan 1994: 21%
Audi 100 Wagon 1994: 20%
Audi S6 Sedan 2011: 22%
BMW 1 Series Coupe 2012: 24%
BMW 3 Series Sedan 2012: 21%
BMW 6 Series Convertible 2007: 22%
BMW X5 SUV 2007: 21%
BMW M6 Convertible 2010: 21%
BMW Z4 Convertible 2012: 25%
Bentley Continental GT Coupe 2012: 27%
Bentley Continental GT Coupe 2007: 21%
Buick Enclave SUV 2012: 21%
Cadillac SRX SUV 2012: 22%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 21%
Chevrolet Corvette ZR1 2012: 20%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 23%
Chevrolet HHR SS 2010: 23%
Chevrolet Impala Sedan 2007: 26%
Chevrolet Cobalt SS 2010: 25%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 22%
Chevrolet Silverado 1500 Regular Cab 2012: 25%
Chrysler Aspen SUV 2009: 22%
Chrysler Town and Country Minivan 2012: 22%
Chrysler Crossfire Convertible 2008: 22%
Dodge Ram Pickup 3500 Crew Cab 2010: 25%
Dodge Ram Pickup 3500 Quad Cab 2009: 22%
Dodge Challenger SRT8 2011: 26%
Ferrari 458 Italia Convertible 2012: 22%
Ferrari 458 Italia Coupe 2012: 21%
Ford F-150 Regular Cab 2012: 21%
Ford Fiesta Sedan 2012: 22%
GMC Canyon Extended Cab 2012: 21%
HUMMER H2 SUT Crew Cab 2009: 20%
Honda Odyssey Minivan 2007: 24%
Hyundai Santa Fe SUV 2012: 25%
Infiniti QX56 SUV 2011: 22%
Jeep Compass SUV 2012: 26%
Lamborghini Diablo Coupe 2001: 22%
Mercedes-Benz 300-Class Convertible 1993: 21%
Mercedes-Benz E-Class Sedan 2012: 20%
Mercedes-Benz Sprinter Van 2012: 25%
Mitsubishi Lancer Sedan 2012: 25%
Rolls-Royce Phantom Sedan 2012: 24%
Spyker C8 Convertible 2009: 24%
Suzuki SX4 Hatchback 2012: 22%
Toyota Camry Sedan 2012: 21%
Volkswagen Beetle Hatchback 2012: 23%
Volvo C30 Hatchback 2012: 23%
smart fortwo Convertible 2012: 23%
Audi R8 Coupe 2012: 49%
AM General Hummer SUV 2000: 46%
Acura RL Sedan 2012: 34%
Acura TL Type-S 2008: 32%
Acura Integra Type R 2001: 20%
Acura ZDX Hatchback 2012: 29%
Aston Martin V8 Vantage Coupe 2012: 36%
Aston Martin Virage Convertible 2012: 46%
Aston Martin Virage Coupe 2012: 36%
Audi A5 Coupe 2012: 34%
Audi TTS Coupe 2012: 30%
Audi V8 Sedan 1994: 30%
Audi 100 Sedan 1994: 32%
Audi 100 Wagon 1994: 38%
Audi TT Hatchback 2011: 37%
Audi S5 Convertible 2012: 42%
Audi S5 Coupe 2012: 27%
Audi S4 Sedan 2007: 35%
Audi TT RS Coupe 2012: 24%
BMW 1 Series Coupe 2012: 35%
BMW 3 Series Sedan 2012: 31%
BMW 6 Series Convertible 2007: 25%
BMW X5 SUV 2007: 39%
BMW X6 SUV 2012: 42%
BMW M3 Coupe 2012: 28%
BMW M5 Sedan 2010: 32%
BMW M6 Convertible 2010: 36%
Bentley Arnage Sedan 2009: 22%
Bentley Mulsanne Sedan 2011: 22%
Bentley Continental GT Coupe 2012: 26%
Bentley Continental Flying Spur Sedan 2007: 36%
Bugatti Veyron 16.4 Convertible 2009: 25%
Buick Regal GS 2012: 29%
Buick Rainier SUV 2007: 25%
Buick Verano Sedan 2012: 32%
Buick Enclave SUV 2012: 26%
Cadillac CTS-V Sedan 2012: 34%
Cadillac Escalade EXT Crew Cab 2007: 47%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 23%
Chevrolet HHR SS 2010: 37%
Chevrolet Tahoe Hybrid SUV 2012: 42%
Chevrolet Express Cargo Van 2007: 28%
Chevrolet Avalanche Crew Cab 2012: 27%
Chevrolet Cobalt SS 2010: 43%
Chevrolet Malibu Hybrid Sedan 2010: 23%
Chevrolet TrailBlazer SS 2009: 20%
Chevrolet Monte Carlo Coupe 2007: 34%
Chevrolet Malibu Sedan 2007: 39%
Chevrolet Silverado 1500 Extended Cab 2012: 34%
Chevrolet Silverado 1500 Regular Cab 2012: 26%
Chrysler Aspen SUV 2009: 45%
Chrysler Sebring Convertible 2010: 42%
Chrysler Town and Country Minivan 2012: 27%
Chrysler 300 SRT-8 2010: 34%
Daewoo Nubira Wagon 2002: 29%
Dodge Caliber Wagon 2007: 37%
Dodge Ram Pickup 3500 Crew Cab 2010: 38%
Dodge Sprinter Cargo Van 2009: 23%
Dodge Journey SUV 2012: 33%
Dodge Challenger SRT8 2011: 30%
Dodge Durango SUV 2012: 32%
Dodge Charger Sedan 2012: 35%
Dodge Charger SRT-8 2009: 26%
Eagle Talon Hatchback 1998: 34%
FIAT 500 Abarth 2012: 41%
FIAT 500 Convertible 2012: 42%
Ferrari FF Coupe 2012: 38%
Ferrari California Convertible 2012: 26%
Ferrari 458 Italia Convertible 2012: 24%
Fisker Karma Sedan 2012: 30%
Ford F-450 Super Duty Crew Cab 2012: 45%
Ford Mustang Convertible 2007: 36%
Ford Freestar Minivan 2007: 35%
Ford Ranger SuperCab 2011: 30%
Ford F-150 Regular Cab 2012: 27%
Ford F-150 Regular Cab 2007: 25%
Ford Focus Sedan 2007: 20%
Ford Fiesta Sedan 2012: 33%
GMC Savana Van 2012: 34%
GMC Acadia SUV 2012: 33%
GMC Canyon Extended Cab 2012: 38%
Geo Metro Convertible 1993: 24%
HUMMER H3T Crew Cab 2010: 24%
HUMMER H2 SUT Crew Cab 2009: 33%
Honda Odyssey Minivan 2007: 37%
Honda Accord Coupe 2012: 29%
Honda Accord Sedan 2012: 28%
Hyundai Veloster Hatchback 2012: 25%
Hyundai Santa Fe SUV 2012: 34%
Hyundai Veracruz SUV 2012: 26%
Hyundai Sonata Hybrid Sedan 2012: 25%
Hyundai Genesis Sedan 2012: 40%
Hyundai Sonata Sedan 2012: 31%
Hyundai Elantra Touring Hatchback 2012: 24%
Hyundai Azera Sedan 2012: 23%
Infiniti G Coupe IPL 2012: 30%
Infiniti QX56 SUV 2011: 44%
Jaguar XK XKR 2012: 45%
Jeep Liberty SUV 2012: 41%
Jeep Compass SUV 2012: 23%
Lamborghini Aventador Coupe 2012: 25%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 36%
Lamborghini Diablo Coupe 2001: 26%
Land Rover Range Rover SUV 2012: 38%
Land Rover LR2 SUV 2012: 38%
Lincoln Town Car Sedan 2011: 41%
Mazda Tribute SUV 2011: 38%
McLaren MP4-12C Coupe 2012: 22%
Mercedes-Benz 300-Class Convertible 1993: 35%
Mercedes-Benz C-Class Sedan 2012: 33%
Mercedes-Benz E-Class Sedan 2012: 37%
Mercedes-Benz S-Class Sedan 2012: 36%
Mercedes-Benz Sprinter Van 2012: 37%
Mitsubishi Lancer Sedan 2012: 34%
Nissan Leaf Hatchback 2012: 25%
Nissan NV Passenger Van 2012: 41%
Nissan 240SX Coupe 1998: 34%
Plymouth Neon Coupe 1999: 22%
Rolls-Royce Phantom Sedan 2012: 26%
Spyker C8 Convertible 2009: 38%
Suzuki Aerio Sedan 2007: 27%
Suzuki SX4 Sedan 2012: 36%
Tesla Model S Sedan 2012: 35%
Toyota Sequoia SUV 2012: 25%
Volkswagen Golf Hatchback 1991: 31%
Volkswagen Beetle Hatchback 2012: 29%
Volvo 240 Sedan 1993: 30%
Volvo XC90 SUV 2007 : 24%
smart fortwo Convertible 2012: 29%
GMC Canyon Extended Cab 2012: 26%
Audi 100 Sedan 1994: 21%
Audi S4 Sedan 2007: 21%
Bugatti Veyron 16.4 Coupe 2009: 24%
Cadillac SRX SUV 2012: 22%
GMC Terrain SUV 2012: 21%
Land Rover Range Rover SUV 2012: 21%
McLaren MP4-12C Coupe 2012: 25%
Mercedes-Benz C-Class Sedan 2012: 24%
Mercedes-Benz SL-Class Coupe 2009: 24%
Nissan NV Passenger Van 2012: 23%
Nissan Juke Hatchback 2012: 21%
Spyker C8 Coupe 2009: 21%
Suzuki SX4 Hatchback 2012: 25%
Volvo 240 Sedan 1993: 20%
Volvo XC90 SUV 2007 : 21%
Porsche Panamera Sedan 2012: 22%
Bentley Mulsanne Sedan 2011: 20%
Cadillac CTS-V Sedan 2012: 20%
Chevrolet Camaro Convertible 2012: 21%
Ford F-450 Super Duty Crew Cab 2012: 20%
Hyundai Sonata Sedan 2012: 21%
Volvo C30 Hatchback 2012: 21%
Audi R8 Coupe 2012: 27%
Audi S5 Coupe 2012: 20%
BMW 6 Series Convertible 2007: 25%
Bentley Mulsanne Sedan 2011: 20%
Bentley Continental GT Coupe 2012: 22%
Bentley Continental Flying Spur Sedan 2007: 25%
Buick Enclave SUV 2012: 20%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 22%
Chrysler Town and Country Minivan 2012: 21%
Dodge Dakota Club Cab 2007: 26%
Ford F-450 Super Duty Crew Cab 2012: 21%
Ford GT Coupe 2006: 25%
Honda Accord Coupe 2012: 24%
Hyundai Tucson SUV 2012: 22%
Isuzu Ascender SUV 2008: 22%
Jeep Grand Cherokee SUV 2012: 22%
Mercedes-Benz E-Class Sedan 2012: 22%
Nissan Juke Hatchback 2012: 21%
Rolls-Royce Ghost Sedan 2012: 24%
Volvo C30 Hatchback 2012: 21%
Audi S4 Sedan 2007: 25%
Acura TL Sedan 2012: 24%
Aston Martin V8 Vantage Convertible 2012: 20%
Audi TTS Coupe 2012: 20%
Audi S6 Sedan 2011: 22%
Audi S5 Coupe 2012: 22%
BMW 3 Series Wagon 2012: 21%
Buick Regal GS 2012: 21%
Chrysler Aspen SUV 2009: 23%
Dodge Ram Pickup 3500 Quad Cab 2009: 23%
Ferrari 458 Italia Coupe 2012: 21%
Ford Fiesta Sedan 2012: 20%
Isuzu Ascender SUV 2008: 24%
Lamborghini Diablo Coupe 2001: 20%
Spyker C8 Coupe 2009: 20%
Honda Odyssey Minivan 2012: 38%
Acura RL Sedan 2012: 33%
Acura TL Type-S 2008: 24%
Acura TSX Sedan 2012: 24%
Acura Integra Type R 2001: 25%
Acura ZDX Hatchback 2012: 27%
Aston Martin V8 Vantage Convertible 2012: 23%
Aston Martin Virage Coupe 2012: 27%
Audi RS 4 Convertible 2008: 21%
Audi A5 Coupe 2012: 24%
Audi V8 Sedan 1994: 21%
Audi S6 Sedan 2011: 30%
Audi S5 Convertible 2012: 30%
BMW 1 Series Convertible 2012: 25%
BMW 3 Series Sedan 2012: 21%
BMW 3 Series Wagon 2012: 31%
BMW M6 Convertible 2010: 25%
BMW Z4 Convertible 2012: 23%
Bentley Continental Supersports Conv. Convertible 2012: 22%
Bentley Mulsanne Sedan 2011: 30%
Bentley Continental GT Coupe 2012: 29%
Bentley Continental Flying Spur Sedan 2007: 30%
Cadillac CTS-V Sedan 2012: 25%
Chevrolet Corvette Convertible 2012: 21%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 30%
Chevrolet Traverse SUV 2012: 28%
Chevrolet HHR SS 2010: 20%
Chevrolet Tahoe Hybrid SUV 2012: 27%
Chevrolet Express Cargo Van 2007: 32%
Chevrolet Avalanche Crew Cab 2012: 29%
Chevrolet Silverado 2500HD Regular Cab 2012: 28%
Chevrolet Malibu Sedan 2007: 25%
Chevrolet Silverado 1500 Regular Cab 2012: 23%
Chrysler Sebring Convertible 2010: 23%
Chrysler Crossfire Convertible 2008: 30%
Chrysler PT Cruiser Convertible 2008: 28%
Dodge Caravan Minivan 1997: 25%
Dodge Journey SUV 2012: 30%
Dodge Dakota Crew Cab 2010: 24%
Dodge Dakota Club Cab 2007: 24%
Dodge Durango SUV 2012: 27%
Dodge Durango SUV 2007: 32%
Dodge Charger Sedan 2012: 28%
Eagle Talon Hatchback 1998: 23%
FIAT 500 Abarth 2012: 28%
FIAT 500 Convertible 2012: 35%
Ford F-450 Super Duty Crew Cab 2012: 20%
Ford Mustang Convertible 2007: 29%
Ford Edge SUV 2012: 21%
Ford GT Coupe 2006: 24%
Ford F-150 Regular Cab 2012: 28%
GMC Savana Van 2012: 27%
GMC Yukon Hybrid SUV 2012: 25%
GMC Acadia SUV 2012: 26%
Geo Metro Convertible 1993: 25%
Honda Odyssey Minivan 2007: 26%
Honda Accord Coupe 2012: 25%
Honda Accord Sedan 2012: 29%
Hyundai Veloster Hatchback 2012: 30%
Hyundai Santa Fe SUV 2012: 29%
Hyundai Tucson SUV 2012: 31%
Hyundai Sonata Hybrid Sedan 2012: 21%
Hyundai Genesis Sedan 2012: 28%
Hyundai Elantra Touring Hatchback 2012: 26%
Infiniti QX56 SUV 2011: 21%
Isuzu Ascender SUV 2008: 31%
Jeep Patriot SUV 2012: 24%
Jeep Wrangler SUV 2012: 23%
Jeep Compass SUV 2012: 26%
Lamborghini Reventon Coupe 2008: 21%
Lamborghini Aventador Coupe 2012: 25%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 27%
Lamborghini Diablo Coupe 2001: 36%
Land Rover Range Rover SUV 2012: 21%
Maybach Landaulet Convertible 2012: 31%
Mercedes-Benz 300-Class Convertible 1993: 33%
Mercedes-Benz SL-Class Coupe 2009: 24%
Mercedes-Benz E-Class Sedan 2012: 32%
Mercedes-Benz S-Class Sedan 2012: 25%
Mercedes-Benz Sprinter Van 2012: 31%
Mitsubishi Lancer Sedan 2012: 21%
Nissan Leaf Hatchback 2012: 26%
Nissan Juke Hatchback 2012: 27%
Nissan 240SX Coupe 1998: 24%
Ram C/V Cargo Van Minivan 2012: 31%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 30%
Rolls-Royce Ghost Sedan 2012: 29%
Rolls-Royce Phantom Sedan 2012: 28%
Suzuki Aerio Sedan 2007: 30%
Suzuki SX4 Hatchback 2012: 29%
Suzuki SX4 Sedan 2012: 32%
Tesla Model S Sedan 2012: 29%
Toyota Corolla Sedan 2012: 26%
Volkswagen Golf Hatchback 1991: 30%
Volkswagen Beetle Hatchback 2012: 33%
Volvo C30 Hatchback 2012: 27%
Chrysler 300 SRT-8 2010: 22%
Aston Martin Virage Convertible 2012: 21%
Ford Ranger SuperCab 2011: 21%
Toyota Corolla Sedan 2012: 21%
Hyundai Santa Fe SUV 2012: 20%
Audi 100 Wagon 1994: 31%
Acura RL Sedan 2012: 23%
Aston Martin V8 Vantage Convertible 2012: 22%
Aston Martin Virage Convertible 2012: 23%
Audi R8 Coupe 2012: 23%
Audi 100 Sedan 1994: 24%
Audi S6 Sedan 2011: 21%
Audi S5 Convertible 2012: 21%
BMW 1 Series Convertible 2012: 21%
BMW 3 Series Sedan 2012: 25%
Bentley Continental GT Coupe 2012: 20%
Buick Rainier SUV 2007: 23%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 23%
Chevrolet Camaro Convertible 2012: 23%
Chevrolet HHR SS 2010: 23%
Chevrolet Cobalt SS 2010: 24%
Chevrolet Malibu Hybrid Sedan 2010: 26%
Chevrolet Silverado 2500HD Regular Cab 2012: 23%
Chevrolet Silverado 1500 Regular Cab 2012: 24%
Chrysler Aspen SUV 2009: 20%
Chrysler Crossfire Convertible 2008: 26%
Daewoo Nubira Wagon 2002: 23%
Dodge Caliber Wagon 2007: 26%
Dodge Caravan Minivan 1997: 22%
Dodge Ram Pickup 3500 Quad Cab 2009: 23%
Dodge Journey SUV 2012: 22%
Dodge Dakota Crew Cab 2010: 23%
Dodge Challenger SRT8 2011: 21%
Dodge Durango SUV 2012: 25%
Eagle Talon Hatchback 1998: 21%
Ferrari California Convertible 2012: 22%
Fisker Karma Sedan 2012: 22%
Ford GT Coupe 2006: 23%
Ford F-150 Regular Cab 2012: 22%
Ford E-Series Wagon Van 2012: 20%
GMC Yukon Hybrid SUV 2012: 21%
HUMMER H3T Crew Cab 2010: 21%
Honda Odyssey Minivan 2012: 21%
Honda Accord Coupe 2012: 28%
Hyundai Veloster Hatchback 2012: 21%
Hyundai Santa Fe SUV 2012: 21%
Hyundai Tucson SUV 2012: 29%
Hyundai Veracruz SUV 2012: 21%
Hyundai Sonata Hybrid Sedan 2012: 21%
Hyundai Accent Sedan 2012: 21%
Infiniti G Coupe IPL 2012: 21%
Isuzu Ascender SUV 2008: 23%
Jeep Liberty SUV 2012: 24%
Jeep Compass SUV 2012: 20%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 22%
Lamborghini Diablo Coupe 2001: 24%
Maybach Landaulet Convertible 2012: 23%
McLaren MP4-12C Coupe 2012: 24%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 20%
Spyker C8 Convertible 2009: 24%
Spyker C8 Coupe 2009: 24%
Suzuki Aerio Sedan 2007: 20%
Suzuki SX4 Hatchback 2012: 22%
Suzuki SX4 Sedan 2012: 23%
Tesla Model S Sedan 2012: 27%
Toyota Corolla Sedan 2012: 26%
Volkswagen Beetle Hatchback 2012: 21%
Volvo C30 Hatchback 2012: 25%
Rolls-Royce Ghost Sedan 2012: 23%
Aston Martin Virage Coupe 2012: 21%
Audi S6 Sedan 2011: 21%
BMW 3 Series Sedan 2012: 20%
BMW X6 SUV 2012: 21%
Bentley Continental Flying Spur Sedan 2007: 21%
Buick Rainier SUV 2007: 21%
Dodge Sprinter Cargo Van 2009: 21%
Dodge Dakota Club Cab 2007: 23%
Dodge Durango SUV 2012: 22%
Fisker Karma Sedan 2012: 22%
GMC Savana Van 2012: 20%
Honda Accord Coupe 2012: 21%
Hyundai Veracruz SUV 2012: 20%
Hyundai Azera Sedan 2012: 22%
Infiniti QX56 SUV 2011: 20%
Jeep Liberty SUV 2012: 20%
Lamborghini Diablo Coupe 2001: 21%
Mercedes-Benz SL-Class Coupe 2009: 21%
Mercedes-Benz S-Class Sedan 2012: 20%
Scion xD Hatchback 2012: 21%
Suzuki Kizashi Sedan 2012: 22%
Land Rover Range Rover SUV 2012: 22%
Audi RS 4 Convertible 2008: 20%
Audi S4 Sedan 2007: 22%
Chrysler 300 SRT-8 2010: 21%
Ford Edge SUV 2012: 21%
Porsche Panamera Sedan 2012: 20%
Suzuki SX4 Sedan 2012: 20%
Chrysler 300 SRT-8 2010: 21%
Eagle Talon Hatchback 1998: 21%
Toyota Camry Sedan 2012: 21%
Ferrari FF Coupe 2012: 23%
Acura Integra Type R 2001: 21%
Aston Martin Virage Convertible 2012: 21%
Chevrolet Camaro Convertible 2012: 20%
Ford Edge SUV 2012: 20%
Jeep Grand Cherokee SUV 2012: 20%
Infiniti G Coupe IPL 2012: 21%
Audi RS 4 Convertible 2008: 20%
GMC Savana Van 2012: 32%
AM General Hummer SUV 2000: 27%
Aston Martin V8 Vantage Coupe 2012: 26%
Aston Martin Virage Convertible 2012: 29%
Aston Martin Virage Coupe 2012: 28%
Audi V8 Sedan 1994: 25%
Audi S5 Convertible 2012: 27%
Audi S4 Sedan 2007: 22%
BMW 1 Series Convertible 2012: 24%
BMW M6 Convertible 2010: 25%
Bugatti Veyron 16.4 Convertible 2009: 22%
Cadillac CTS-V Sedan 2012: 20%
Cadillac Escalade EXT Crew Cab 2007: 29%
Chevrolet HHR SS 2010: 27%
Chevrolet Tahoe Hybrid SUV 2012: 26%
Chevrolet Express Cargo Van 2007: 21%
Chevrolet Cobalt SS 2010: 21%
Chevrolet Silverado 2500HD Regular Cab 2012: 21%
Chevrolet Monte Carlo Coupe 2007: 24%
Chevrolet Malibu Sedan 2007: 22%
Chevrolet Silverado 1500 Regular Cab 2012: 32%
Dodge Caliber Wagon 2007: 21%
Dodge Caravan Minivan 1997: 20%
Dodge Challenger SRT8 2011: 23%
Dodge Durango SUV 2012: 25%
FIAT 500 Convertible 2012: 22%
Ferrari FF Coupe 2012: 26%
Ford Freestar Minivan 2007: 24%
Ford Fiesta Sedan 2012: 23%
GMC Terrain SUV 2012: 21%
GMC Yukon Hybrid SUV 2012: 26%
Honda Accord Sedan 2012: 24%
Hyundai Elantra Sedan 2007: 24%
Hyundai Genesis Sedan 2012: 23%
Hyundai Azera Sedan 2012: 21%
Infiniti QX56 SUV 2011: 31%
Jeep Compass SUV 2012: 25%
Lamborghini Diablo Coupe 2001: 26%
Lincoln Town Car Sedan 2011: 27%
Mercedes-Benz 300-Class Convertible 1993: 24%
Mercedes-Benz C-Class Sedan 2012: 25%
Mercedes-Benz E-Class Sedan 2012: 23%
Nissan Leaf Hatchback 2012: 29%
Audi RS 4 Convertible 2008: 21%
Audi S6 Sedan 2011: 20%
Dodge Ram Pickup 3500 Crew Cab 2010: 22%
Bentley Mulsanne Sedan 2011: 20%
Cadillac Escalade EXT Crew Cab 2007: 21%
Chrysler 300 SRT-8 2010: 22%
Ford Freestar Minivan 2007: 20%
Chevrolet Express Cargo Van 2007: 37%
Acura RL Sedan 2012: 28%
Acura TL Sedan 2012: 23%
Acura TL Type-S 2008: 27%
Acura Integra Type R 2001: 27%
Aston Martin V8 Vantage Coupe 2012: 21%
Audi A5 Coupe 2012: 31%
Audi R8 Coupe 2012: 25%
Audi V8 Sedan 1994: 28%
Audi 100 Sedan 1994: 31%
Audi 100 Wagon 1994: 30%
Audi TT Hatchback 2011: 24%
Audi S6 Sedan 2011: 29%
Audi S5 Convertible 2012: 28%
Audi S4 Sedan 2012: 33%
Audi S4 Sedan 2007: 22%
Audi TT RS Coupe 2012: 21%
BMW 1 Series Convertible 2012: 30%
BMW 1 Series Coupe 2012: 23%
BMW 3 Series Wagon 2012: 24%
BMW 6 Series Convertible 2007: 28%
BMW X5 SUV 2007: 31%
BMW X6 SUV 2012: 23%
BMW M3 Coupe 2012: 27%
BMW M5 Sedan 2010: 23%
BMW M6 Convertible 2010: 21%
BMW Z4 Convertible 2012: 21%
Bentley Arnage Sedan 2009: 28%
Bentley Mulsanne Sedan 2011: 23%
Bentley Continental GT Coupe 2012: 24%
Bentley Continental Flying Spur Sedan 2007: 23%
Buick Rainier SUV 2007: 28%
Cadillac CTS-V Sedan 2012: 25%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 29%
Chevrolet Corvette Convertible 2012: 23%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 29%
Chevrolet Camaro Convertible 2012: 23%
Chevrolet HHR SS 2010: 22%
Chevrolet Impala Sedan 2007: 20%
Chevrolet Tahoe Hybrid SUV 2012: 22%
Chevrolet Avalanche Crew Cab 2012: 27%
Chevrolet Cobalt SS 2010: 29%
Chevrolet Malibu Hybrid Sedan 2010: 28%
Chevrolet Silverado 2500HD Regular Cab 2012: 25%
Chevrolet Malibu Sedan 2007: 25%
Chevrolet Silverado 1500 Regular Cab 2012: 28%
Chrysler Sebring Convertible 2010: 24%
Chrysler 300 SRT-8 2010: 25%
Chrysler Crossfire Convertible 2008: 27%
Daewoo Nubira Wagon 2002: 22%
Dodge Ram Pickup 3500 Crew Cab 2010: 35%
Dodge Ram Pickup 3500 Quad Cab 2009: 25%
Dodge Journey SUV 2012: 26%
Dodge Dakota Crew Cab 2010: 28%
Dodge Dakota Club Cab 2007: 24%
Dodge Magnum Wagon 2008: 21%
Dodge Durango SUV 2012: 25%
Dodge Durango SUV 2007: 27%
Dodge Charger Sedan 2012: 32%
Dodge Charger SRT-8 2009: 24%
Eagle Talon Hatchback 1998: 25%
FIAT 500 Abarth 2012: 24%
FIAT 500 Convertible 2012: 27%
Ferrari FF Coupe 2012: 22%
Ferrari California Convertible 2012: 26%
Ferrari 458 Italia Convertible 2012: 26%
Fisker Karma Sedan 2012: 22%
Ford Mustang Convertible 2007: 21%
Ford Expedition EL SUV 2009: 20%
Ford Ranger SuperCab 2011: 25%
Ford F-150 Regular Cab 2012: 33%
Ford E-Series Wagon Van 2012: 25%
GMC Savana Van 2012: 27%
GMC Yukon Hybrid SUV 2012: 31%
GMC Acadia SUV 2012: 25%
GMC Canyon Extended Cab 2012: 21%
Geo Metro Convertible 1993: 29%
HUMMER H2 SUT Crew Cab 2009: 25%
Honda Odyssey Minivan 2012: 25%
Honda Accord Coupe 2012: 27%
Honda Accord Sedan 2012: 23%
Hyundai Veloster Hatchback 2012: 25%
Hyundai Santa Fe SUV 2012: 28%
Hyundai Tucson SUV 2012: 22%
Hyundai Sonata Hybrid Sedan 2012: 29%
Hyundai Genesis Sedan 2012: 30%
Hyundai Sonata Sedan 2012: 23%
Infiniti G Coupe IPL 2012: 21%
Infiniti QX56 SUV 2011: 27%
Isuzu Ascender SUV 2008: 21%
Jeep Patriot SUV 2012: 26%
Jeep Wrangler SUV 2012: 23%
Jeep Liberty SUV 2012: 32%
Jeep Grand Cherokee SUV 2012: 23%
Jeep Compass SUV 2012: 27%
Lamborghini Reventon Coupe 2008: 30%
Lamborghini Diablo Coupe 2001: 32%
Maybach Landaulet Convertible 2012: 29%
Mazda Tribute SUV 2011: 25%
Mercedes-Benz 300-Class Convertible 1993: 20%
Mercedes-Benz C-Class Sedan 2012: 24%
Mercedes-Benz E-Class Sedan 2012: 33%
Mercedes-Benz S-Class Sedan 2012: 32%
Mercedes-Benz Sprinter Van 2012: 32%
Mitsubishi Lancer Sedan 2012: 29%
Nissan Leaf Hatchback 2012: 28%
Nissan NV Passenger Van 2012: 28%
Nissan Juke Hatchback 2012: 25%
Nissan 240SX Coupe 1998: 21%
Plymouth Neon Coupe 1999: 21%
Porsche Panamera Sedan 2012: 21%
Ram C/V Cargo Van Minivan 2012: 20%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 25%
Rolls-Royce Ghost Sedan 2012: 28%
Scion xD Hatchback 2012: 23%
Spyker C8 Convertible 2009: 34%
Suzuki Aerio Sedan 2007: 27%
Suzuki SX4 Hatchback 2012: 28%
Tesla Model S Sedan 2012: 31%
Toyota Sequoia SUV 2012: 21%
Toyota Camry Sedan 2012: 31%
Toyota Corolla Sedan 2012: 28%
Volkswagen Golf Hatchback 2012: 27%
Volkswagen Golf Hatchback 1991: 26%
Volkswagen Beetle Hatchback 2012: 24%
Volvo C30 Hatchback 2012: 21%
Volvo 240 Sedan 1993: 21%
Volvo XC90 SUV 2007 : 28%
smart fortwo Convertible 2012: 25%
BMW 1 Series Convertible 2012: 22%
Cadillac SRX SUV 2012: 27%
Acura Integra Type R 2001: 23%
Aston Martin V8 Vantage Convertible 2012: 21%
Aston Martin Virage Coupe 2012: 20%
Audi 100 Sedan 1994: 24%
Audi S4 Sedan 2007: 26%
BMW X5 SUV 2007: 20%
Bentley Continental Flying Spur Sedan 2007: 26%
Bugatti Veyron 16.4 Coupe 2009: 23%
Buick Regal GS 2012: 22%
Cadillac Escalade EXT Crew Cab 2007: 21%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 22%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet HHR SS 2010: 22%
Chevrolet Sonic Sedan 2012: 25%
Chevrolet Express Van 2007: 23%
Chevrolet Silverado 1500 Regular Cab 2012: 21%
Chrysler Sebring Convertible 2010: 25%
Chrysler 300 SRT-8 2010: 20%
Dodge Caravan Minivan 1997: 25%
Dodge Ram Pickup 3500 Crew Cab 2010: 20%
Dodge Ram Pickup 3500 Quad Cab 2009: 23%
Dodge Dakota Club Cab 2007: 22%
Dodge Challenger SRT8 2011: 23%
FIAT 500 Convertible 2012: 23%
Ferrari FF Coupe 2012: 24%
Ferrari 458 Italia Convertible 2012: 25%
Ferrari 458 Italia Coupe 2012: 20%
Fisker Karma Sedan 2012: 22%
Ford F-450 Super Duty Crew Cab 2012: 24%
Ford Mustang Convertible 2007: 24%
Ford Edge SUV 2012: 23%
Ford Ranger SuperCab 2011: 22%
Ford F-150 Regular Cab 2012: 22%
Ford E-Series Wagon Van 2012: 25%
GMC Terrain SUV 2012: 24%
HUMMER H2 SUT Crew Cab 2009: 26%
Honda Odyssey Minivan 2012: 23%
Honda Accord Coupe 2012: 26%
Hyundai Accent Sedan 2012: 23%
Hyundai Genesis Sedan 2012: 20%
Infiniti QX56 SUV 2011: 21%
Jeep Compass SUV 2012: 22%
Lamborghini Diablo Coupe 2001: 25%
Land Rover Range Rover SUV 2012: 23%
Land Rover LR2 SUV 2012: 20%
Lincoln Town Car Sedan 2011: 22%
McLaren MP4-12C Coupe 2012: 20%
Mercedes-Benz 300-Class Convertible 1993: 23%
Mercedes-Benz SL-Class Coupe 2009: 21%
Porsche Panamera Sedan 2012: 26%
Spyker C8 Coupe 2009: 26%
Suzuki Aerio Sedan 2007: 21%
Suzuki SX4 Sedan 2012: 22%
Volkswagen Golf Hatchback 1991: 20%
smart fortwo Convertible 2012: 21%
Chevrolet Camaro Convertible 2012: 21%
Ford Fiesta Sedan 2012: 34%
Acura RL Sedan 2012: 24%
Acura TL Sedan 2012: 24%
Acura TSX Sedan 2012: 27%
Acura Integra Type R 2001: 21%
Acura ZDX Hatchback 2012: 20%
Aston Martin V8 Vantage Coupe 2012: 24%
Aston Martin Virage Convertible 2012: 24%
Aston Martin Virage Coupe 2012: 31%
Audi RS 4 Convertible 2008: 24%
Audi A5 Coupe 2012: 23%
Audi TTS Coupe 2012: 25%
Audi S5 Convertible 2012: 23%
Audi S5 Coupe 2012: 27%
Audi S4 Sedan 2007: 20%
BMW 1 Series Convertible 2012: 25%
BMW 3 Series Sedan 2012: 26%
BMW M5 Sedan 2010: 22%
BMW M6 Convertible 2010: 21%
BMW X3 SUV 2012: 23%
BMW Z4 Convertible 2012: 27%
Bentley Arnage Sedan 2009: 22%
Bentley Continental GT Coupe 2007: 25%
Bentley Continental Flying Spur Sedan 2007: 24%
Bugatti Veyron 16.4 Convertible 2009: 24%
Buick Rainier SUV 2007: 23%
Buick Verano Sedan 2012: 28%
Buick Enclave SUV 2012: 23%
Cadillac CTS-V Sedan 2012: 23%
Cadillac SRX SUV 2012: 21%
Cadillac Escalade EXT Crew Cab 2007: 21%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 24%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet HHR SS 2010: 24%
Chevrolet Impala Sedan 2007: 21%
Chevrolet Avalanche Crew Cab 2012: 29%
Chevrolet Cobalt SS 2010: 26%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 32%
Chevrolet Malibu Sedan 2007: 27%
Chrysler Aspen SUV 2009: 31%
Chrysler 300 SRT-8 2010: 21%
Chrysler Crossfire Convertible 2008: 25%
Chrysler PT Cruiser Convertible 2008: 23%
Dodge Caliber Wagon 2012: 30%
Dodge Caliber Wagon 2007: 21%
Dodge Ram Pickup 3500 Crew Cab 2010: 21%
Dodge Sprinter Cargo Van 2009: 28%
Dodge Dakota Club Cab 2007: 21%
Dodge Magnum Wagon 2008: 21%
Dodge Challenger SRT8 2011: 23%
Dodge Durango SUV 2007: 21%
Dodge Charger SRT-8 2009: 24%
Eagle Talon Hatchback 1998: 27%
FIAT 500 Abarth 2012: 28%
Ferrari California Convertible 2012: 26%
Ferrari 458 Italia Convertible 2012: 25%
Fisker Karma Sedan 2012: 20%
Ford F-450 Super Duty Crew Cab 2012: 25%
Ford Freestar Minivan 2007: 21%
Ford Expedition EL SUV 2009: 23%
Ford Ranger SuperCab 2011: 34%
Ford F-150 Regular Cab 2007: 21%
GMC Canyon Extended Cab 2012: 21%
Honda Odyssey Minivan 2012: 29%
Honda Accord Sedan 2012: 24%
Hyundai Veloster Hatchback 2012: 22%
Hyundai Santa Fe SUV 2012: 21%
Hyundai Tucson SUV 2012: 25%
Hyundai Veracruz SUV 2012: 32%
Hyundai Sonata Hybrid Sedan 2012: 24%
Hyundai Accent Sedan 2012: 28%
Hyundai Genesis Sedan 2012: 25%
Hyundai Sonata Sedan 2012: 28%
Hyundai Azera Sedan 2012: 21%
Infiniti QX56 SUV 2011: 21%
Jaguar XK XKR 2012: 26%
Jeep Patriot SUV 2012: 25%
Jeep Wrangler SUV 2012: 24%
Lamborghini Reventon Coupe 2008: 22%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 20%
Land Rover Range Rover SUV 2012: 26%
Land Rover LR2 SUV 2012: 24%
Lincoln Town Car Sedan 2011: 24%
Maybach Landaulet Convertible 2012: 23%
McLaren MP4-12C Coupe 2012: 20%
Mercedes-Benz C-Class Sedan 2012: 25%
Mercedes-Benz SL-Class Coupe 2009: 27%
Mercedes-Benz E-Class Sedan 2012: 21%
Mercedes-Benz S-Class Sedan 2012: 25%
Mitsubishi Lancer Sedan 2012: 27%
Nissan NV Passenger Van 2012: 27%
Nissan 240SX Coupe 1998: 20%
Plymouth Neon Coupe 1999: 24%
Ram C/V Cargo Van Minivan 2012: 28%
Rolls-Royce Ghost Sedan 2012: 25%
Rolls-Royce Phantom Sedan 2012: 21%
Spyker C8 Convertible 2009: 21%
Suzuki Aerio Sedan 2007: 21%
Suzuki SX4 Hatchback 2012: 26%
Suzuki SX4 Sedan 2012: 24%
Toyota Camry Sedan 2012: 20%
Toyota Corolla Sedan 2012: 26%
Toyota 4Runner SUV 2012: 28%
Honda Accord Sedan 2012: 22%
BMW X5 SUV 2007: 20%
Dodge Journey SUV 2012: 20%
Dodge Dakota Crew Cab 2010: 20%
GMC Terrain SUV 2012: 21%
Land Rover Range Rover SUV 2012: 20%
Mazda Tribute SUV 2011: 21%
Nissan 240SX Coupe 1998: 21%
Chevrolet Monte Carlo Coupe 2007: 30%
Acura Integra Type R 2001: 23%
Audi A5 Coupe 2012: 22%
Audi V8 Sedan 1994: 28%
BMW ActiveHybrid 5 Sedan 2012: 25%
BMW 1 Series Convertible 2012: 25%
BMW X3 SUV 2012: 20%
Bentley Mulsanne Sedan 2011: 28%
Bentley Continental GT Coupe 2012: 22%
Bentley Continental GT Coupe 2007: 20%
Buick Regal GS 2012: 26%
Cadillac CTS-V Sedan 2012: 20%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 23%
Chevrolet Traverse SUV 2012: 22%
Chevrolet Express Cargo Van 2007: 21%
Chrysler Aspen SUV 2009: 24%
Chrysler Crossfire Convertible 2008: 22%
Chrysler PT Cruiser Convertible 2008: 23%
Dodge Ram Pickup 3500 Quad Cab 2009: 27%
Dodge Sprinter Cargo Van 2009: 24%
FIAT 500 Abarth 2012: 22%
Ford Expedition EL SUV 2009: 23%
Ford E-Series Wagon Van 2012: 22%
Ford Fiesta Sedan 2012: 22%
GMC Savana Van 2012: 21%
Hyundai Santa Fe SUV 2012: 27%
Hyundai Tucson SUV 2012: 25%
Hyundai Elantra Sedan 2007: 24%
Hyundai Accent Sedan 2012: 25%
Hyundai Elantra Touring Hatchback 2012: 25%
Infiniti QX56 SUV 2011: 28%
Jeep Patriot SUV 2012: 22%
Lamborghini Reventon Coupe 2008: 20%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 29%
Land Rover Range Rover SUV 2012: 27%
Mercedes-Benz 300-Class Convertible 1993: 24%
Nissan 240SX Coupe 1998: 23%
Porsche Panamera Sedan 2012: 30%
Ram C/V Cargo Van Minivan 2012: 22%
Tesla Model S Sedan 2012: 24%
Toyota Sequoia SUV 2012: 22%
Volkswagen Golf Hatchback 2012: 24%
Volvo XC90 SUV 2007 : 24%
Audi RS 4 Convertible 2008: 22%
Audi R8 Coupe 2012: 20%
Dodge Ram Pickup 3500 Quad Cab 2009: 20%
Ford F-450 Super Duty Crew Cab 2012: 21%
GMC Acadia SUV 2012: 22%
Honda Accord Sedan 2012: 28%
Acura TSX Sedan 2012: 21%
Acura ZDX Hatchback 2012: 27%
Aston Martin V8 Vantage Convertible 2012: 21%
Aston Martin V8 Vantage Coupe 2012: 21%
Aston Martin Virage Convertible 2012: 24%
Audi S4 Sedan 2007: 20%
Audi TT RS Coupe 2012: 22%
BMW 3 Series Wagon 2012: 22%
BMW X5 SUV 2007: 20%
Bentley Arnage Sedan 2009: 22%
Buick Enclave SUV 2012: 20%
Cadillac SRX SUV 2012: 22%
Chevrolet Impala Sedan 2007: 20%
Chevrolet Malibu Sedan 2007: 21%
Chrysler 300 SRT-8 2010: 21%
Chrysler PT Cruiser Convertible 2008: 21%
Dodge Durango SUV 2012: 21%
FIAT 500 Convertible 2012: 20%
Ferrari 458 Italia Convertible 2012: 22%
Ford F-450 Super Duty Crew Cab 2012: 24%
Ford Ranger SuperCab 2011: 22%
Ford F-150 Regular Cab 2012: 21%
Ford E-Series Wagon Van 2012: 22%
GMC Savana Van 2012: 21%
Honda Accord Coupe 2012: 23%
Hyundai Sonata Hybrid Sedan 2012: 21%
Hyundai Accent Sedan 2012: 21%
Hyundai Elantra Touring Hatchback 2012: 21%
Jaguar XK XKR 2012: 24%
Lincoln Town Car Sedan 2011: 24%
Maybach Landaulet Convertible 2012: 22%
Mazda Tribute SUV 2011: 25%
Mercedes-Benz 300-Class Convertible 1993: 22%
Porsche Panamera Sedan 2012: 22%
Jeep Patriot SUV 2012: 34%
AM General Hummer SUV 2000: 30%
Acura TL Sedan 2012: 27%
Acura TSX Sedan 2012: 21%
Aston Martin V8 Vantage Convertible 2012: 20%
Aston Martin Virage Convertible 2012: 28%
Aston Martin Virage Coupe 2012: 30%
Audi TT Hatchback 2011: 22%
Audi S6 Sedan 2011: 28%
Audi S5 Coupe 2012: 32%
Audi TT RS Coupe 2012: 27%
BMW ActiveHybrid 5 Sedan 2012: 29%
BMW 3 Series Sedan 2012: 28%
BMW 3 Series Wagon 2012: 21%
BMW X6 SUV 2012: 30%
BMW M3 Coupe 2012: 32%
BMW M6 Convertible 2010: 27%
BMW X3 SUV 2012: 27%
Bentley Arnage Sedan 2009: 22%
Bentley Continental GT Coupe 2012: 23%
Bentley Continental GT Coupe 2007: 24%
Buick Rainier SUV 2007: 26%
Buick Verano Sedan 2012: 21%
Buick Enclave SUV 2012: 26%
Chevrolet Avalanche Crew Cab 2012: 25%
Chevrolet Malibu Sedan 2007: 23%
Chevrolet Silverado 1500 Extended Cab 2012: 24%
Chrysler Aspen SUV 2009: 23%
Chrysler Town and Country Minivan 2012: 27%
Dodge Ram Pickup 3500 Quad Cab 2009: 28%
Dodge Charger Sedan 2012: 26%
FIAT 500 Convertible 2012: 27%
Ferrari California Convertible 2012: 27%
Ford Freestar Minivan 2007: 22%
Ford F-150 Regular Cab 2012: 28%
Ford Focus Sedan 2007: 27%
Ford Fiesta Sedan 2012: 22%
GMC Canyon Extended Cab 2012: 28%
Honda Odyssey Minivan 2012: 33%
Honda Odyssey Minivan 2007: 28%
Hyundai Veloster Hatchback 2012: 28%
Hyundai Tucson SUV 2012: 25%
Hyundai Elantra Touring Hatchback 2012: 22%
Infiniti G Coupe IPL 2012: 28%
Lamborghini Diablo Coupe 2001: 24%
Maybach Landaulet Convertible 2012: 22%
Mazda Tribute SUV 2011: 23%
Mercedes-Benz E-Class Sedan 2012: 26%
Mercedes-Benz Sprinter Van 2012: 27%
Nissan NV Passenger Van 2012: 28%
Nissan Juke Hatchback 2012: 26%
Spyker C8 Coupe 2009: 26%
Suzuki Kizashi Sedan 2012: 26%
Volkswagen Golf Hatchback 2012: 27%
smart fortwo Convertible 2012: 26%
Dodge Durango SUV 2012: 25%
Audi 100 Sedan 1994: 24%
Audi S5 Coupe 2012: 23%
BMW ActiveHybrid 5 Sedan 2012: 21%
Bentley Arnage Sedan 2009: 21%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 22%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet Express Van 2007: 20%
Chrysler 300 SRT-8 2010: 22%
Chrysler Crossfire Convertible 2008: 25%
Dodge Caliber Wagon 2012: 23%
Dodge Caliber Wagon 2007: 21%
Dodge Durango SUV 2007: 23%
Dodge Charger SRT-8 2009: 21%
GMC Acadia SUV 2012: 23%
Geo Metro Convertible 1993: 21%
Honda Accord Sedan 2012: 20%
Lamborghini Diablo Coupe 2001: 20%
Lincoln Town Car Sedan 2011: 22%
MINI Cooper Roadster Convertible 2012: 20%
Mazda Tribute SUV 2011: 21%
Mercedes-Benz S-Class Sedan 2012: 22%
Nissan Juke Hatchback 2012: 22%
Nissan 240SX Coupe 1998: 22%
Porsche Panamera Sedan 2012: 22%
Scion xD Hatchback 2012: 22%
Suzuki Kizashi Sedan 2012: 22%
Tesla Model S Sedan 2012: 23%
Toyota Camry Sedan 2012: 20%
Volvo C30 Hatchback 2012: 22%
Aston Martin Virage Coupe 2012: 32%
Acura RL Sedan 2012: 22%
Acura ZDX Hatchback 2012: 25%
Audi R8 Coupe 2012: 23%
Audi V8 Sedan 1994: 24%
Audi 100 Sedan 1994: 27%
Audi TT Hatchback 2011: 26%
Audi S6 Sedan 2011: 21%
Audi S5 Convertible 2012: 21%
Audi TT RS Coupe 2012: 24%
BMW 1 Series Coupe 2012: 21%
BMW 3 Series Sedan 2012: 27%
BMW X5 SUV 2007: 21%
BMW X6 SUV 2012: 23%
BMW M3 Coupe 2012: 28%
BMW M5 Sedan 2010: 23%
BMW Z4 Convertible 2012: 26%
Bentley Arnage Sedan 2009: 27%
Bentley Continental Flying Spur Sedan 2007: 21%
Bugatti Veyron 16.4 Convertible 2009: 29%
Buick Regal GS 2012: 23%
Buick Enclave SUV 2012: 25%
Cadillac CTS-V Sedan 2012: 22%
Cadillac SRX SUV 2012: 27%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 21%
Chevrolet Corvette Convertible 2012: 21%
Chevrolet Corvette ZR1 2012: 21%
Chevrolet Traverse SUV 2012: 20%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet Express Cargo Van 2007: 26%
Chevrolet Avalanche Crew Cab 2012: 24%
Chevrolet Silverado 2500HD Regular Cab 2012: 22%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 26%
Chevrolet Monte Carlo Coupe 2007: 25%
Chevrolet Malibu Sedan 2007: 21%
Chrysler Aspen SUV 2009: 24%
Chrysler Sebring Convertible 2010: 28%
Chrysler 300 SRT-8 2010: 25%
Chrysler Crossfire Convertible 2008: 27%
Chrysler PT Cruiser Convertible 2008: 21%
Dodge Ram Pickup 3500 Crew Cab 2010: 27%
Dodge Ram Pickup 3500 Quad Cab 2009: 26%
Dodge Sprinter Cargo Van 2009: 21%
Dodge Journey SUV 2012: 21%
Dodge Dakota Club Cab 2007: 23%
Dodge Magnum Wagon 2008: 25%
Dodge Challenger SRT8 2011: 24%
Dodge Durango SUV 2012: 22%
Dodge Durango SUV 2007: 30%
Eagle Talon Hatchback 1998: 25%
FIAT 500 Abarth 2012: 25%
Ferrari FF Coupe 2012: 26%
Ferrari California Convertible 2012: 27%
Ferrari 458 Italia Convertible 2012: 28%
Ferrari 458 Italia Coupe 2012: 22%
Ford Freestar Minivan 2007: 22%
Ford Expedition EL SUV 2009: 28%
Ford Edge SUV 2012: 20%
Ford Ranger SuperCab 2011: 31%
Ford F-150 Regular Cab 2007: 24%
Ford E-Series Wagon Van 2012: 30%
Ford Fiesta Sedan 2012: 21%
GMC Savana Van 2012: 25%
GMC Yukon Hybrid SUV 2012: 24%
HUMMER H2 SUT Crew Cab 2009: 23%
Honda Odyssey Minivan 2012: 22%
Honda Odyssey Minivan 2007: 21%
Hyundai Tucson SUV 2012: 22%
Hyundai Veracruz SUV 2012: 26%
Hyundai Sonata Sedan 2012: 27%
Hyundai Azera Sedan 2012: 23%
Infiniti G Coupe IPL 2012: 22%
Infiniti QX56 SUV 2011: 24%
Jeep Patriot SUV 2012: 21%
Jeep Wrangler SUV 2012: 25%
Jeep Compass SUV 2012: 29%
Lamborghini Reventon Coupe 2008: 20%
Lamborghini Aventador Coupe 2012: 22%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 22%
Land Rover Range Rover SUV 2012: 26%
Lincoln Town Car Sedan 2011: 24%
Mazda Tribute SUV 2011: 23%
McLaren MP4-12C Coupe 2012: 25%
Mercedes-Benz 300-Class Convertible 1993: 22%
Mercedes-Benz C-Class Sedan 2012: 28%
Nissan Juke Hatchback 2012: 22%
Nissan 240SX Coupe 1998: 24%
Plymouth Neon Coupe 1999: 20%
Porsche Panamera Sedan 2012: 21%
Ram C/V Cargo Van Minivan 2012: 24%
Spyker C8 Convertible 2009: 23%
Spyker C8 Coupe 2009: 20%
Suzuki Aerio Sedan 2007: 22%
Suzuki Kizashi Sedan 2012: 20%
Suzuki SX4 Hatchback 2012: 26%
Suzuki SX4 Sedan 2012: 21%
Tesla Model S Sedan 2012: 21%
Toyota Sequoia SUV 2012: 25%
Toyota Corolla Sedan 2012: 31%
Toyota 4Runner SUV 2012: 25%
Volkswagen Beetle Hatchback 2012: 23%
Volvo XC90 SUV 2007 : 21%
Audi S6 Sedan 2011: 26%
Acura TL Sedan 2012: 20%
Audi RS 4 Convertible 2008: 20%
Audi S5 Convertible 2012: 21%
BMW 3 Series Wagon 2012: 24%
BMW Z4 Convertible 2012: 22%
Bugatti Veyron 16.4 Coupe 2009: 21%
Chevrolet Impala Sedan 2007: 21%
Chevrolet Express Van 2007: 22%
Chevrolet Malibu Sedan 2007: 22%
Dodge Ram Pickup 3500 Quad Cab 2009: 22%
Dodge Magnum Wagon 2008: 21%
Ford Expedition EL SUV 2009: 22%
Geo Metro Convertible 1993: 23%
Honda Odyssey Minivan 2012: 22%
Hyundai Veracruz SUV 2012: 22%
McLaren MP4-12C Coupe 2012: 24%
Mercedes-Benz SL-Class Coupe 2009: 24%
Mercedes-Benz S-Class Sedan 2012: 21%
Nissan NV Passenger Van 2012: 24%
Volvo XC90 SUV 2007 : 20%
Ford Focus Sedan 2007: 32%
AM General Hummer SUV 2000: 20%
Acura TL Sedan 2012: 23%
Audi TTS Coupe 2012: 22%
Audi R8 Coupe 2012: 22%
Audi 100 Sedan 1994: 21%
Audi 100 Wagon 1994: 22%
Audi S5 Coupe 2012: 23%
Audi S4 Sedan 2012: 28%
Audi S4 Sedan 2007: 24%
Audi TT RS Coupe 2012: 24%
BMW ActiveHybrid 5 Sedan 2012: 31%
BMW 1 Series Coupe 2012: 24%
BMW X5 SUV 2007: 25%
BMW M5 Sedan 2010: 23%
BMW X3 SUV 2012: 27%
Bentley Arnage Sedan 2009: 20%
Bugatti Veyron 16.4 Coupe 2009: 23%
Buick Regal GS 2012: 24%
Buick Enclave SUV 2012: 20%
Cadillac SRX SUV 2012: 25%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 28%
Chevrolet Impala Sedan 2007: 27%
Chevrolet Sonic Sedan 2012: 22%
Chevrolet Cobalt SS 2010: 21%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 30%
Chevrolet Express Van 2007: 27%
Chevrolet Silverado 1500 Extended Cab 2012: 24%
Chrysler Aspen SUV 2009: 28%
Chrysler Town and Country Minivan 2012: 20%
Daewoo Nubira Wagon 2002: 24%
Dodge Caliber Wagon 2012: 25%
Dodge Ram Pickup 3500 Quad Cab 2009: 23%
Dodge Sprinter Cargo Van 2009: 25%
Dodge Charger SRT-8 2009: 25%
Ferrari FF Coupe 2012: 25%
Ferrari California Convertible 2012: 24%
Ferrari 458 Italia Convertible 2012: 20%
Ferrari 458 Italia Coupe 2012: 28%
Fisker Karma Sedan 2012: 26%
Ford Freestar Minivan 2007: 24%
Ford Expedition EL SUV 2009: 25%
Ford F-150 Regular Cab 2007: 23%
GMC Terrain SUV 2012: 28%
GMC Canyon Extended Cab 2012: 29%
HUMMER H3T Crew Cab 2010: 27%
Hyundai Veracruz SUV 2012: 21%
Hyundai Sonata Sedan 2012: 26%
Infiniti G Coupe IPL 2012: 26%
Jaguar XK XKR 2012: 32%
Land Rover LR2 SUV 2012: 22%
Mazda Tribute SUV 2011: 25%
Mercedes-Benz C-Class Sedan 2012: 25%
Nissan NV Passenger Van 2012: 21%
Plymouth Neon Coupe 1999: 21%
Suzuki Kizashi Sedan 2012: 23%
Toyota Camry Sedan 2012: 23%
Volkswagen Golf Hatchback 2012: 21%
Volvo XC90 SUV 2007 : 21%
smart fortwo Convertible 2012: 22%
BMW ActiveHybrid 5 Sedan 2012: 25%
Audi 100 Sedan 1994: 25%
Audi S4 Sedan 2007: 22%
BMW X6 SUV 2012: 22%
BMW X3 SUV 2012: 23%
Bugatti Veyron 16.4 Coupe 2009: 20%
Chrysler Aspen SUV 2009: 21%
Dodge Ram Pickup 3500 Quad Cab 2009: 20%
Dodge Magnum Wagon 2008: 21%
Ford Expedition EL SUV 2009: 21%
Hyundai Elantra Sedan 2007: 21%
Jeep Wrangler SUV 2012: 21%
Nissan Leaf Hatchback 2012: 22%
Cadillac Escalade EXT Crew Cab 2007: 26%
Aston Martin V8 Vantage Convertible 2012: 26%
Audi TTS Coupe 2012: 21%
Audi V8 Sedan 1994: 22%
Audi S5 Coupe 2012: 22%
Audi S4 Sedan 2012: 22%
BMW 6 Series Convertible 2007: 25%
Bentley Mulsanne Sedan 2011: 23%
Bentley Continental GT Coupe 2012: 25%
Bentley Continental GT Coupe 2007: 24%
Bugatti Veyron 16.4 Coupe 2009: 23%
Chevrolet Corvette ZR1 2012: 20%
Chevrolet HHR SS 2010: 21%
Chevrolet Impala Sedan 2007: 22%
Chevrolet Cobalt SS 2010: 23%
Chrysler 300 SRT-8 2010: 26%
Chrysler Crossfire Convertible 2008: 21%
Dodge Caliber Wagon 2012: 25%
Dodge Ram Pickup 3500 Crew Cab 2010: 21%
Dodge Ram Pickup 3500 Quad Cab 2009: 24%
Dodge Dakota Club Cab 2007: 23%
Dodge Challenger SRT8 2011: 25%
Dodge Charger Sedan 2012: 20%
Ford F-450 Super Duty Crew Cab 2012: 21%
Ford Expedition EL SUV 2009: 20%
Ford Ranger SuperCab 2011: 20%
GMC Terrain SUV 2012: 22%
HUMMER H3T Crew Cab 2010: 21%
HUMMER H2 SUT Crew Cab 2009: 20%
Hyundai Genesis Sedan 2012: 25%
Jaguar XK XKR 2012: 22%
Jeep Patriot SUV 2012: 25%
Lamborghini Diablo Coupe 2001: 21%
Land Rover Range Rover SUV 2012: 20%
MINI Cooper Roadster Convertible 2012: 20%
Mercedes-Benz S-Class Sedan 2012: 21%
Plymouth Neon Coupe 1999: 22%
Volvo 240 Sedan 1993: 21%
Cadillac CTS-V Sedan 2012: 42%
AM General Hummer SUV 2000: 21%
Acura RL Sedan 2012: 28%
Acura TL Sedan 2012: 22%
Acura TSX Sedan 2012: 27%
Acura Integra Type R 2001: 27%
Acura ZDX Hatchback 2012: 27%
Aston Martin V8 Vantage Convertible 2012: 28%
Aston Martin V8 Vantage Coupe 2012: 23%
Aston Martin Virage Convertible 2012: 31%
Audi RS 4 Convertible 2008: 24%
Audi V8 Sedan 1994: 27%
Audi 100 Wagon 1994: 36%
Audi S6 Sedan 2011: 21%
Audi S5 Convertible 2012: 33%
Audi TT RS Coupe 2012: 28%
BMW 1 Series Coupe 2012: 38%
BMW 3 Series Sedan 2012: 34%
BMW 6 Series Convertible 2007: 27%
BMW X5 SUV 2007: 30%
BMW X6 SUV 2012: 21%
BMW M3 Coupe 2012: 27%
BMW M5 Sedan 2010: 20%
BMW M6 Convertible 2010: 36%
BMW Z4 Convertible 2012: 31%
Bentley Arnage Sedan 2009: 26%
Bentley Mulsanne Sedan 2011: 30%
Bentley Continental GT Coupe 2012: 31%
Bentley Continental GT Coupe 2007: 27%
Bentley Continental Flying Spur Sedan 2007: 26%
Bugatti Veyron 16.4 Convertible 2009: 33%
Bugatti Veyron 16.4 Coupe 2009: 23%
Buick Rainier SUV 2007: 33%
Buick Verano Sedan 2012: 27%
Buick Enclave SUV 2012: 24%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 27%
Chevrolet Camaro Convertible 2012: 26%
Chevrolet Impala Sedan 2007: 27%
Chevrolet Tahoe Hybrid SUV 2012: 28%
Chevrolet Sonic Sedan 2012: 28%
Chevrolet Cobalt SS 2010: 29%
Chevrolet Malibu Hybrid Sedan 2010: 39%
Chevrolet Silverado 2500HD Regular Cab 2012: 22%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 25%
Chevrolet Express Van 2007: 34%
Chevrolet Malibu Sedan 2007: 23%
Chevrolet Silverado 1500 Extended Cab 2012: 21%
Chevrolet Silverado 1500 Regular Cab 2012: 22%
Chrysler Aspen SUV 2009: 20%
Chrysler Sebring Convertible 2010: 27%
Chrysler Town and Country Minivan 2012: 34%
Chrysler Crossfire Convertible 2008: 21%
Chrysler PT Cruiser Convertible 2008: 24%
Daewoo Nubira Wagon 2002: 26%
Dodge Caliber Wagon 2007: 23%
Dodge Ram Pickup 3500 Crew Cab 2010: 20%
Dodge Dakota Crew Cab 2010: 25%
Dodge Dakota Club Cab 2007: 24%
Dodge Challenger SRT8 2011: 37%
Dodge Durango SUV 2007: 23%
Dodge Charger Sedan 2012: 27%
Dodge Charger SRT-8 2009: 31%
FIAT 500 Convertible 2012: 23%
Ferrari California Convertible 2012: 24%
Ferrari 458 Italia Convertible 2012: 21%
Fisker Karma Sedan 2012: 24%
Ford Mustang Convertible 2007: 27%
Ford Freestar Minivan 2007: 32%
Ford GT Coupe 2006: 39%
Ford F-150 Regular Cab 2012: 23%
GMC Terrain SUV 2012: 29%
GMC Acadia SUV 2012: 35%
Geo Metro Convertible 1993: 32%
HUMMER H2 SUT Crew Cab 2009: 33%
Honda Odyssey Minivan 2007: 28%
Honda Accord Sedan 2012: 24%
Hyundai Veloster Hatchback 2012: 20%
Hyundai Santa Fe SUV 2012: 24%
Hyundai Tucson SUV 2012: 39%
Hyundai Veracruz SUV 2012: 27%
Hyundai Elantra Sedan 2007: 23%
Hyundai Accent Sedan 2012: 32%
Hyundai Sonata Sedan 2012: 22%
Hyundai Elantra Touring Hatchback 2012: 33%
Jeep Wrangler SUV 2012: 21%
Jeep Liberty SUV 2012: 29%
Jeep Compass SUV 2012: 29%
Lamborghini Aventador Coupe 2012: 25%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 34%
Lamborghini Diablo Coupe 2001: 30%
Land Rover Range Rover SUV 2012: 32%
Land Rover LR2 SUV 2012: 23%
Mazda Tribute SUV 2011: 23%
Mercedes-Benz 300-Class Convertible 1993: 25%
Mercedes-Benz E-Class Sedan 2012: 24%
Mercedes-Benz S-Class Sedan 2012: 26%
Nissan NV Passenger Van 2012: 26%
Nissan Juke Hatchback 2012: 23%
Nissan 240SX Coupe 1998: 21%
Ram C/V Cargo Van Minivan 2012: 31%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 24%
Rolls-Royce Phantom Sedan 2012: 27%
Scion xD Hatchback 2012: 29%
Spyker C8 Convertible 2009: 27%
Suzuki Aerio Sedan 2007: 29%
Suzuki Kizashi Sedan 2012: 23%
Suzuki SX4 Hatchback 2012: 26%
Tesla Model S Sedan 2012: 37%
Toyota Sequoia SUV 2012: 25%
Volkswagen Golf Hatchback 2012: 24%
Volkswagen Beetle Hatchback 2012: 30%
Volvo C30 Hatchback 2012: 31%
BMW Z4 Convertible 2012: 24%
Audi S6 Sedan 2011: 24%
BMW 1 Series Coupe 2012: 22%
BMW 6 Series Convertible 2007: 21%
BMW M6 Convertible 2010: 23%
Buick Verano Sedan 2012: 21%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 22%
Chevrolet HHR SS 2010: 22%
Chevrolet Sonic Sedan 2012: 20%
Chevrolet Cobalt SS 2010: 22%
Ford GT Coupe 2006: 20%
Geo Metro Convertible 1993: 23%
HUMMER H2 SUT Crew Cab 2009: 20%
Mercedes-Benz 300-Class Convertible 1993: 21%
Spyker C8 Convertible 2009: 22%
Volkswagen Beetle Hatchback 2012: 23%
Volvo C30 Hatchback 2012: 24%
Audi RS 4 Convertible 2008: 24%
Audi 100 Wagon 1994: 20%
Audi S4 Sedan 2007: 23%
Audi TT RS Coupe 2012: 21%
BMW 1 Series Convertible 2012: 22%
BMW M5 Sedan 2010: 23%
Bentley Mulsanne Sedan 2011: 20%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet Malibu Sedan 2007: 20%
Chrysler Crossfire Convertible 2008: 20%
Dodge Durango SUV 2012: 22%
Ferrari FF Coupe 2012: 21%
Ford Mustang Convertible 2007: 20%
Ford Expedition EL SUV 2009: 21%
HUMMER H2 SUT Crew Cab 2009: 22%
Honda Accord Coupe 2012: 21%
Hyundai Veracruz SUV 2012: 21%
Hyundai Sonata Hybrid Sedan 2012: 21%
Hyundai Elantra Touring Hatchback 2012: 20%
Lincoln Town Car Sedan 2011: 21%
Mazda Tribute SUV 2011: 22%
Aston Martin Virage Convertible 2012: 20%
Acura Integra Type R 2001: 27%
Audi 100 Sedan 1994: 21%
Audi S6 Sedan 2011: 21%
Audi S4 Sedan 2012: 20%
BMW X6 SUV 2012: 24%
BMW M5 Sedan 2010: 23%
Bentley Continental Supersports Conv. Convertible 2012: 22%
Bentley Continental Flying Spur Sedan 2007: 21%
Cadillac CTS-V Sedan 2012: 21%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 22%
Chevrolet Tahoe Hybrid SUV 2012: 21%
Chrysler Town and Country Minivan 2012: 23%
Dodge Dakota Crew Cab 2010: 21%
FIAT 500 Abarth 2012: 21%
FIAT 500 Convertible 2012: 21%
Ford F-450 Super Duty Crew Cab 2012: 22%
Ford GT Coupe 2006: 23%
Ford F-150 Regular Cab 2007: 22%
Honda Accord Coupe 2012: 22%
Jaguar XK XKR 2012: 22%
Jeep Wrangler SUV 2012: 21%
Jeep Liberty SUV 2012: 20%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 22%
MINI Cooper Roadster Convertible 2012: 22%
McLaren MP4-12C Coupe 2012: 22%
Scion xD Hatchback 2012: 21%
Suzuki Aerio Sedan 2007: 21%
Toyota Sequoia SUV 2012: 22%
Volvo C30 Hatchback 2012: 22%
Chevrolet Camaro Convertible 2012: 20%
Dodge Journey SUV 2012: 45%
AM General Hummer SUV 2000: 36%
Acura TL Sedan 2012: 34%
Acura TSX Sedan 2012: 40%
Acura Integra Type R 2001: 27%
Aston Martin V8 Vantage Convertible 2012: 29%
Aston Martin V8 Vantage Coupe 2012: 39%
Aston Martin Virage Convertible 2012: 33%
Audi RS 4 Convertible 2008: 26%
Audi TTS Coupe 2012: 28%
Audi R8 Coupe 2012: 25%
Audi V8 Sedan 1994: 24%
Audi 100 Wagon 1994: 27%
Audi TT Hatchback 2011: 32%
Audi S6 Sedan 2011: 29%
Audi S5 Convertible 2012: 28%
Audi S4 Sedan 2012: 29%
Audi TT RS Coupe 2012: 23%
BMW ActiveHybrid 5 Sedan 2012: 32%
BMW 1 Series Convertible 2012: 35%
BMW 3 Series Sedan 2012: 26%
BMW 3 Series Wagon 2012: 34%
BMW X5 SUV 2007: 32%
BMW X6 SUV 2012: 31%
BMW M5 Sedan 2010: 41%
BMW X3 SUV 2012: 26%
BMW Z4 Convertible 2012: 28%
Bentley Mulsanne Sedan 2011: 39%
Bentley Continental GT Coupe 2007: 24%
Bentley Continental Flying Spur Sedan 2007: 28%
Bugatti Veyron 16.4 Convertible 2009: 27%
Bugatti Veyron 16.4 Coupe 2009: 31%
Buick Regal GS 2012: 34%
Cadillac SRX SUV 2012: 31%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 27%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 29%
Chevrolet Traverse SUV 2012: 43%
Chevrolet Camaro Convertible 2012: 30%
Chevrolet HHR SS 2010: 41%
Chevrolet Impala Sedan 2007: 36%
Chevrolet Express Cargo Van 2007: 21%
Chevrolet Malibu Hybrid Sedan 2010: 30%
Chevrolet TrailBlazer SS 2009: 37%
Chevrolet Silverado 2500HD Regular Cab 2012: 27%
Chevrolet Express Van 2007: 35%
Chevrolet Monte Carlo Coupe 2007: 32%
Chevrolet Malibu Sedan 2007: 35%
Chrysler Aspen SUV 2009: 40%
Chrysler Town and Country Minivan 2012: 30%
Chrysler Crossfire Convertible 2008: 31%
Chrysler PT Cruiser Convertible 2008: 38%
Dodge Caliber Wagon 2012: 26%
Dodge Ram Pickup 3500 Quad Cab 2009: 26%
Dodge Sprinter Cargo Van 2009: 35%
Dodge Dakota Club Cab 2007: 28%
Dodge Durango SUV 2012: 38%
Dodge Charger Sedan 2012: 34%
Eagle Talon Hatchback 1998: 31%
Ferrari California Convertible 2012: 29%
Ford F-450 Super Duty Crew Cab 2012: 32%
Ford Freestar Minivan 2007: 36%
Ford Expedition EL SUV 2009: 23%
Ford GT Coupe 2006: 25%
Ford F-150 Regular Cab 2012: 28%
Ford F-150 Regular Cab 2007: 27%
Ford Focus Sedan 2007: 44%
Ford E-Series Wagon Van 2012: 28%
Ford Fiesta Sedan 2012: 33%
GMC Terrain SUV 2012: 22%
GMC Acadia SUV 2012: 23%
Geo Metro Convertible 1993: 41%
HUMMER H3T Crew Cab 2010: 31%
Honda Odyssey Minivan 2012: 28%
Honda Odyssey Minivan 2007: 31%
Honda Accord Coupe 2012: 28%
Honda Accord Sedan 2012: 28%
Hyundai Veloster Hatchback 2012: 31%
Hyundai Santa Fe SUV 2012: 29%
Hyundai Veracruz SUV 2012: 22%
Hyundai Sonata Hybrid Sedan 2012: 36%
Hyundai Sonata Sedan 2012: 28%
Hyundai Elantra Touring Hatchback 2012: 34%
Infiniti G Coupe IPL 2012: 25%
Isuzu Ascender SUV 2008: 33%
Jaguar XK XKR 2012: 35%
Jeep Patriot SUV 2012: 24%
Jeep Grand Cherokee SUV 2012: 22%
Jeep Compass SUV 2012: 33%
Lamborghini Reventon Coupe 2008: 39%
Lamborghini Diablo Coupe 2001: 29%
Land Rover Range Rover SUV 2012: 41%
Land Rover LR2 SUV 2012: 34%
MINI Cooper Roadster Convertible 2012: 41%
McLaren MP4-12C Coupe 2012: 23%
Mercedes-Benz 300-Class Convertible 1993: 35%
Mercedes-Benz SL-Class Coupe 2009: 37%
Mercedes-Benz E-Class Sedan 2012: 36%
Mitsubishi Lancer Sedan 2012: 34%
Nissan Juke Hatchback 2012: 27%
Nissan 240SX Coupe 1998: 36%
Plymouth Neon Coupe 1999: 32%
Ram C/V Cargo Van Minivan 2012: 33%
Rolls-Royce Ghost Sedan 2012: 26%
Scion xD Hatchback 2012: 29%
Spyker C8 Convertible 2009: 37%
Suzuki Aerio Sedan 2007: 21%
Suzuki Kizashi Sedan 2012: 31%
Suzuki SX4 Hatchback 2012: 34%
Suzuki SX4 Sedan 2012: 21%
Toyota Camry Sedan 2012: 32%
Toyota Corolla Sedan 2012: 30%
Toyota 4Runner SUV 2012: 34%
Volkswagen Golf Hatchback 2012: 29%
Volkswagen Golf Hatchback 1991: 33%
Volkswagen Beetle Hatchback 2012: 35%
Volvo C30 Hatchback 2012: 29%
smart fortwo Convertible 2012: 40%
Lincoln Town Car Sedan 2011: 27%
Acura TL Type-S 2008: 24%
Aston Martin V8 Vantage Coupe 2012: 22%
Audi RS 4 Convertible 2008: 23%
Audi 100 Sedan 1994: 22%
BMW 3 Series Wagon 2012: 21%
Bentley Mulsanne Sedan 2011: 21%
Bentley Continental Flying Spur Sedan 2007: 20%
Chrysler 300 SRT-8 2010: 24%
Chrysler Crossfire Convertible 2008: 22%
Dodge Caliber Wagon 2007: 22%
Dodge Durango SUV 2012: 21%
Ferrari FF Coupe 2012: 22%
Ford F-450 Super Duty Crew Cab 2012: 22%
Ford F-150 Regular Cab 2007: 23%
GMC Terrain SUV 2012: 21%
GMC Acadia SUV 2012: 23%
Honda Accord Sedan 2012: 25%
Hyundai Veracruz SUV 2012: 22%
Hyundai Sonata Hybrid Sedan 2012: 20%
Hyundai Elantra Touring Hatchback 2012: 25%
Jaguar XK XKR 2012: 22%
Jeep Compass SUV 2012: 23%
Mercedes-Benz 300-Class Convertible 1993: 21%
Mercedes-Benz S-Class Sedan 2012: 22%
Nissan Juke Hatchback 2012: 22%
Ram C/V Cargo Van Minivan 2012: 20%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 22%
Volkswagen Golf Hatchback 1991: 20%
Volvo C30 Hatchback 2012: 20%
smart fortwo Convertible 2012: 21%
Buick Enclave SUV 2012: 37%
Acura TL Sedan 2012: 24%
Acura TL Type-S 2008: 27%
Acura Integra Type R 2001: 22%
Acura ZDX Hatchback 2012: 26%
Aston Martin Virage Coupe 2012: 25%
Audi R8 Coupe 2012: 22%
Audi S6 Sedan 2011: 30%
Audi S5 Convertible 2012: 21%
Audi S5 Coupe 2012: 30%
Audi S4 Sedan 2012: 28%
BMW 6 Series Convertible 2007: 26%
BMW X5 SUV 2007: 23%
BMW M5 Sedan 2010: 28%
BMW X3 SUV 2012: 22%
BMW Z4 Convertible 2012: 27%
Bentley Continental Supersports Conv. Convertible 2012: 23%
Bentley Arnage Sedan 2009: 22%
Bentley Mulsanne Sedan 2011: 22%
Bentley Continental GT Coupe 2012: 27%
Bentley Continental GT Coupe 2007: 28%
Bentley Continental Flying Spur Sedan 2007: 29%
Buick Regal GS 2012: 24%
Buick Rainier SUV 2007: 21%
Buick Verano Sedan 2012: 23%
Cadillac CTS-V Sedan 2012: 23%
Cadillac Escalade EXT Crew Cab 2007: 21%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 23%
Chevrolet Corvette Convertible 2012: 34%
Chevrolet Corvette ZR1 2012: 24%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 26%
Chevrolet HHR SS 2010: 27%
Chevrolet Impala Sedan 2007: 25%
Chevrolet Express Cargo Van 2007: 20%
Chevrolet Avalanche Crew Cab 2012: 33%
Chevrolet Cobalt SS 2010: 21%
Chevrolet Malibu Hybrid Sedan 2010: 23%
Chevrolet Express Van 2007: 23%
Chevrolet Silverado 1500 Extended Cab 2012: 34%
Chrysler Aspen SUV 2009: 20%
Chrysler Town and Country Minivan 2012: 27%
Chrysler 300 SRT-8 2010: 22%
Chrysler PT Cruiser Convertible 2008: 28%
Dodge Ram Pickup 3500 Quad Cab 2009: 29%
Dodge Sprinter Cargo Van 2009: 24%
Dodge Journey SUV 2012: 23%
Dodge Challenger SRT8 2011: 24%
Dodge Charger SRT-8 2009: 27%
Eagle Talon Hatchback 1998: 29%
FIAT 500 Abarth 2012: 29%
FIAT 500 Convertible 2012: 22%
Ferrari 458 Italia Convertible 2012: 22%
Ferrari 458 Italia Coupe 2012: 27%
Ford F-450 Super Duty Crew Cab 2012: 24%
Ford Mustang Convertible 2007: 27%
Ford Edge SUV 2012: 25%
Ford GT Coupe 2006: 33%
Ford F-150 Regular Cab 2012: 29%
Ford F-150 Regular Cab 2007: 28%
GMC Terrain SUV 2012: 23%
GMC Savana Van 2012: 27%
GMC Yukon Hybrid SUV 2012: 24%
GMC Canyon Extended Cab 2012: 23%
Honda Odyssey Minivan 2012: 23%
Honda Odyssey Minivan 2007: 26%
Honda Accord Coupe 2012: 23%
Honda Accord Sedan 2012: 28%
Hyundai Veloster Hatchback 2012: 29%
Hyundai Santa Fe SUV 2012: 22%
Hyundai Tucson SUV 2012: 20%
Hyundai Elantra Sedan 2007: 28%
Hyundai Sonata Sedan 2012: 28%
Hyundai Elantra Touring Hatchback 2012: 21%
Hyundai Azera Sedan 2012: 25%
Infiniti G Coupe IPL 2012: 30%
Infiniti QX56 SUV 2011: 23%
Isuzu Ascender SUV 2008: 31%
Jeep Patriot SUV 2012: 33%
Jeep Wrangler SUV 2012: 23%
Jeep Liberty SUV 2012: 23%
Lamborghini Aventador Coupe 2012: 21%
Lamborghini Diablo Coupe 2001: 29%
Land Rover LR2 SUV 2012: 33%
MINI Cooper Roadster Convertible 2012: 24%
Maybach Landaulet Convertible 2012: 31%
Mazda Tribute SUV 2011: 21%
McLaren MP4-12C Coupe 2012: 32%
Mercedes-Benz 300-Class Convertible 1993: 24%
Mercedes-Benz SL-Class Coupe 2009: 22%
Mercedes-Benz E-Class Sedan 2012: 21%
Mercedes-Benz S-Class Sedan 2012: 27%
Mercedes-Benz Sprinter Van 2012: 36%
Nissan Leaf Hatchback 2012: 21%
Nissan NV Passenger Van 2012: 22%
Nissan Juke Hatchback 2012: 30%
Nissan 240SX Coupe 1998: 20%
Ram C/V Cargo Van Minivan 2012: 21%
Rolls-Royce Phantom Sedan 2012: 20%
Scion xD Hatchback 2012: 23%
Suzuki Aerio Sedan 2007: 28%
Suzuki SX4 Sedan 2012: 23%
Tesla Model S Sedan 2012: 24%
Volkswagen Beetle Hatchback 2012: 24%
Volvo C30 Hatchback 2012: 24%
smart fortwo Convertible 2012: 24%
Porsche Panamera Sedan 2012: 23%
Audi A5 Coupe 2012: 20%
Cadillac Escalade EXT Crew Cab 2007: 21%
Chevrolet Camaro Convertible 2012: 21%
Chevrolet HHR SS 2010: 22%
Dodge Dakota Crew Cab 2010: 21%
Dodge Magnum Wagon 2008: 20%
Ford Freestar Minivan 2007: 22%
Geo Metro Convertible 1993: 20%
HUMMER H2 SUT Crew Cab 2009: 21%
Lamborghini Aventador Coupe 2012: 21%
Mercedes-Benz S-Class Sedan 2012: 21%
Toyota Camry Sedan 2012: 21%
Scion xD Hatchback 2012: 21%
Aston Martin V8 Vantage Coupe 2012: 20%
Chrysler 300 SRT-8 2010: 20%
Honda Odyssey Minivan 2012: 34%
Acura TSX Sedan 2012: 28%
Acura Integra Type R 2001: 27%
Aston Martin V8 Vantage Convertible 2012: 21%
Aston Martin Virage Convertible 2012: 27%
Aston Martin Virage Coupe 2012: 23%
Audi A5 Coupe 2012: 21%
Audi TTS Coupe 2012: 21%
Audi 100 Wagon 1994: 28%
Audi TT Hatchback 2011: 28%
Audi S5 Convertible 2012: 25%
Audi S4 Sedan 2007: 22%
BMW 1 Series Coupe 2012: 26%
BMW 3 Series Sedan 2012: 27%
BMW 3 Series Wagon 2012: 20%
BMW 6 Series Convertible 2007: 21%
BMW X5 SUV 2007: 20%
BMW X6 SUV 2012: 26%
BMW M3 Coupe 2012: 21%
BMW M5 Sedan 2010: 31%
BMW M6 Convertible 2010: 29%
BMW X3 SUV 2012: 30%
BMW Z4 Convertible 2012: 21%
Bentley Continental Supersports Conv. Convertible 2012: 22%
Bentley Mulsanne Sedan 2011: 25%
Bentley Continental GT Coupe 2012: 23%
Bentley Continental Flying Spur Sedan 2007: 26%
Bugatti Veyron 16.4 Convertible 2009: 22%
Buick Verano Sedan 2012: 21%
Buick Enclave SUV 2012: 21%
Cadillac CTS-V Sedan 2012: 24%
Cadillac Escalade EXT Crew Cab 2007: 22%
Chevrolet Silverado 1500 Hybrid Crew Cab 2012: 21%
Chevrolet Corvette ZR1 2012: 21%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 32%
Chevrolet Impala Sedan 2007: 22%
Chevrolet Sonic Sedan 2012: 21%
Chevrolet Express Cargo Van 2007: 31%
Chevrolet Avalanche Crew Cab 2012: 29%
Chevrolet Cobalt SS 2010: 27%
Chevrolet Express Van 2007: 21%
Chevrolet Malibu Sedan 2007: 29%
Chevrolet Silverado 1500 Extended Cab 2012: 21%
Chevrolet Silverado 1500 Regular Cab 2012: 22%
Chrysler Aspen SUV 2009: 24%
Chrysler Sebring Convertible 2010: 24%
Chrysler Town and Country Minivan 2012: 21%
Chrysler 300 SRT-8 2010: 25%
Chrysler Crossfire Convertible 2008: 24%
Chrysler PT Cruiser Convertible 2008: 21%
Dodge Caliber Wagon 2012: 24%
Dodge Caliber Wagon 2007: 27%
Dodge Caravan Minivan 1997: 21%
Dodge Ram Pickup 3500 Quad Cab 2009: 27%
Dodge Sprinter Cargo Van 2009: 27%
Dodge Journey SUV 2012: 21%
Dodge Dakota Crew Cab 2010: 25%
Dodge Durango SUV 2007: 26%
Dodge Charger SRT-8 2009: 28%
Eagle Talon Hatchback 1998: 32%
Ferrari California Convertible 2012: 21%
Ferrari 458 Italia Convertible 2012: 27%
Ford Freestar Minivan 2007: 22%
Ford Edge SUV 2012: 30%
Ford Ranger SuperCab 2011: 29%
Ford F-150 Regular Cab 2012: 21%
Ford F-150 Regular Cab 2007: 26%
Ford E-Series Wagon Van 2012: 25%
Ford Fiesta Sedan 2012: 27%
GMC Savana Van 2012: 27%
Geo Metro Convertible 1993: 25%
HUMMER H3T Crew Cab 2010: 24%
Honda Accord Coupe 2012: 26%
Honda Accord Sedan 2012: 26%
Hyundai Tucson SUV 2012: 24%
Hyundai Veracruz SUV 2012: 27%
Hyundai Sonata Hybrid Sedan 2012: 23%
Hyundai Elantra Sedan 2007: 20%
Hyundai Accent Sedan 2012: 23%
Hyundai Genesis Sedan 2012: 26%
Hyundai Elantra Touring Hatchback 2012: 21%
Hyundai Azera Sedan 2012: 26%
Infiniti G Coupe IPL 2012: 24%
Infiniti QX56 SUV 2011: 23%
Isuzu Ascender SUV 2008: 23%
Jaguar XK XKR 2012: 25%
Jeep Wrangler SUV 2012: 22%
Jeep Compass SUV 2012: 30%
Lamborghini Aventador Coupe 2012: 27%
Land Rover Range Rover SUV 2012: 26%
MINI Cooper Roadster Convertible 2012: 22%
Maybach Landaulet Convertible 2012: 20%
Mazda Tribute SUV 2011: 30%
Mercedes-Benz E-Class Sedan 2012: 23%
Mercedes-Benz S-Class Sedan 2012: 27%
Mitsubishi Lancer Sedan 2012: 28%
Nissan NV Passenger Van 2012: 21%
Nissan Juke Hatchback 2012: 20%
Nissan 240SX Coupe 1998: 25%
Plymouth Neon Coupe 1999: 24%
Ram C/V Cargo Van Minivan 2012: 25%
Rolls-Royce Phantom Drophead Coupe Convertible 2012: 25%
Rolls-Royce Ghost Sedan 2012: 27%
Rolls-Royce Phantom Sedan 2012: 20%
Scion xD Hatchback 2012: 26%
Spyker C8 Convertible 2009: 22%
Spyker C8 Coupe 2009: 24%
Suzuki Aerio Sedan 2007: 25%
Suzuki Kizashi Sedan 2012: 26%
Suzuki SX4 Sedan 2012: 23%
Toyota Camry Sedan 2012: 25%
Toyota 4Runner SUV 2012: 23%
Volkswagen Golf Hatchback 2012: 27%
Volkswagen Golf Hatchback 1991: 20%
Volvo C30 Hatchback 2012: 23%
Volvo 240 Sedan 1993: 27%
Volvo XC90 SUV 2007 : 24%
Rolls-Royce Phantom Sedan 2012: 41%
AM General Hummer SUV 2000: 25%
Acura RL Sedan 2012: 35%
Acura TL Type-S 2008: 28%
Acura TSX Sedan 2012: 25%
Acura Integra Type R 2001: 31%
Aston Martin V8 Vantage Convertible 2012: 24%
Aston Martin V8 Vantage Coupe 2012: 30%
Aston Martin Virage Convertible 2012: 27%
Audi A5 Coupe 2012: 20%
Audi TTS Coupe 2012: 24%
Audi R8 Coupe 2012: 21%
Audi V8 Sedan 1994: 22%
Audi 100 Sedan 1994: 32%
Audi 100 Wagon 1994: 38%
Audi TT Hatchback 2011: 22%
Audi S6 Sedan 2011: 29%
Audi S5 Convertible 2012: 32%
Audi S5 Coupe 2012: 26%
Audi S4 Sedan 2012: 22%
Audi S4 Sedan 2007: 26%
Audi TT RS Coupe 2012: 29%
BMW ActiveHybrid 5 Sedan 2012: 29%
BMW 1 Series Coupe 2012: 28%
BMW 3 Series Sedan 2012: 22%
BMW 3 Series Wagon 2012: 29%
BMW 6 Series Convertible 2007: 31%
BMW X5 SUV 2007: 21%
BMW M5 Sedan 2010: 20%
BMW M6 Convertible 2010: 29%
BMW Z4 Convertible 2012: 32%
Bentley Continental Supersports Conv. Convertible 2012: 26%
Bentley Arnage Sedan 2009: 23%
Bentley Continental GT Coupe 2012: 25%
Bentley Continental GT Coupe 2007: 24%
Bentley Continental Flying Spur Sedan 2007: 25%
Bugatti Veyron 16.4 Coupe 2009: 22%
Buick Rainier SUV 2007: 29%
Buick Verano Sedan 2012: 24%
Buick Enclave SUV 2012: 30%
Cadillac CTS-V Sedan 2012: 29%
Cadillac SRX SUV 2012: 34%
Cadillac Escalade EXT Crew Cab 2007: 24%
Chevrolet Corvette ZR1 2012: 21%
Chevrolet Corvette Ron Fellows Edition Z06 2007: 37%
Chevrolet Camaro Convertible 2012: 33%
Chevrolet HHR SS 2010: 30%
Chevrolet Impala Sedan 2007: 25%
Chevrolet Tahoe Hybrid SUV 2012: 30%
Chevrolet Sonic Sedan 2012: 22%
Chevrolet Express Cargo Van 2007: 22%
Chevrolet Avalanche Crew Cab 2012: 31%
Chevrolet Cobalt SS 2010: 36%
Chevrolet Malibu Hybrid Sedan 2010: 30%
Chevrolet Silverado 2500HD Regular Cab 2012: 33%
Chevrolet Express Van 2007: 25%
Chevrolet Monte Carlo Coupe 2007: 29%
Chevrolet Silverado 1500 Extended Cab 2012: 28%
Chevrolet Silverado 1500 Regular Cab 2012: 24%
Chrysler Aspen SUV 2009: 21%
Chrysler Sebring Convertible 2010: 33%
Chrysler Town and Country Minivan 2012: 36%
Chrysler Crossfire Convertible 2008: 28%
Chrysler PT Cruiser Convertible 2008: 35%
Daewoo Nubira Wagon 2002: 23%
Dodge Caliber Wagon 2012: 35%
Dodge Caliber Wagon 2007: 25%
Dodge Ram Pickup 3500 Crew Cab 2010: 31%
Dodge Sprinter Cargo Van 2009: 21%
Dodge Journey SUV 2012: 23%
Dodge Dakota Crew Cab 2010: 29%
Dodge Challenger SRT8 2011: 28%
Dodge Durango SUV 2012: 28%
Dodge Durango SUV 2007: 30%
Dodge Charger Sedan 2012: 21%
Eagle Talon Hatchback 1998: 21%
Ferrari California Convertible 2012: 22%
Ferrari 458 Italia Convertible 2012: 29%
Ferrari 458 Italia Coupe 2012: 33%
Fisker Karma Sedan 2012: 24%
Ford F-450 Super Duty Crew Cab 2012: 21%
Ford Mustang Convertible 2007: 31%
Ford Freestar Minivan 2007: 27%
Ford Ranger SuperCab 2011: 22%
Ford GT Coupe 2006: 22%
Ford F-150 Regular Cab 2012: 29%
Ford F-150 Regular Cab 2007: 31%
Ford E-Series Wagon Van 2012: 26%
Ford Fiesta Sedan 2012: 22%
GMC Savana Van 2012: 24%
GMC Acadia SUV 2012: 26%
GMC Canyon Extended Cab 2012: 30%
Geo Metro Convertible 1993: 26%
HUMMER H3T Crew Cab 2010: 30%
HUMMER H2 SUT Crew Cab 2009: 34%
Honda Odyssey Minivan 2012: 22%
Honda Odyssey Minivan 2007: 28%
Honda Accord Coupe 2012: 40%
Honda Accord Sedan 2012: 20%
Hyundai Veloster Hatchback 2012: 25%
Hyundai Santa Fe SUV 2012: 24%
Hyundai Tucson SUV 2012: 37%
Hyundai Veracruz SUV 2012: 29%
Hyundai Sonata Hybrid Sedan 2012: 23%
Hyundai Elantra Sedan 2007: 21%
Hyundai Genesis Sedan 2012: 25%
Hyundai Elantra Touring Hatchback 2012: 21%
Infiniti G Coupe IPL 2012: 24%
Infiniti QX56 SUV 2011: 32%
Isuzu Ascender SUV 2008: 29%
Jaguar XK XKR 2012: 22%
Jeep Wrangler SUV 2012: 23%
Jeep Liberty SUV 2012: 21%
Jeep Compass SUV 2012: 25%
Lamborghini Reventon Coupe 2008: 28%
Lamborghini Aventador Coupe 2012: 29%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 28%
Lamborghini Diablo Coupe 2001: 35%
Land Rover Range Rover SUV 2012: 26%
Lincoln Town Car Sedan 2011: 20%
MINI Cooper Roadster Convertible 2012: 21%
Mazda Tribute SUV 2011: 31%
McLaren MP4-12C Coupe 2012: 24%
Mercedes-Benz 300-Class Convertible 1993: 23%
Mercedes-Benz SL-Class Coupe 2009: 28%
Mercedes-Benz E-Class Sedan 2012: 40%
Mercedes-Benz S-Class Sedan 2012: 21%
Mercedes-Benz Sprinter Van 2012: 24%
Nissan Leaf Hatchback 2012: 33%
Nissan NV Passenger Van 2012: 22%
Nissan Juke Hatchback 2012: 29%
Plymouth Neon Coupe 1999: 30%
Ram C/V Cargo Van Minivan 2012: 36%
Rolls-Royce Ghost Sedan 2012: 33%
Scion xD Hatchback 2012: 26%
Spyker C8 Convertible 2009: 27%
Spyker C8 Coupe 2009: 27%
Suzuki Aerio Sedan 2007: 38%
Suzuki Kizashi Sedan 2012: 25%
Suzuki SX4 Hatchback 2012: 36%
Tesla Model S Sedan 2012: 37%
Toyota Camry Sedan 2012: 22%
Volkswagen Golf Hatchback 2012: 33%
Volkswagen Golf Hatchback 1991: 22%
Volkswagen Beetle Hatchback 2012: 37%
Volvo C30 Hatchback 2012: 31%
Volvo 240 Sedan 1993: 21%
smart fortwo Convertible 2012: 26%
Audi RS 4 Convertible 2008: 25%
Acura TL Type-S 2008: 20%
Acura Integra Type R 2001: 21%
Audi A5 Coupe 2012: 22%
Audi TTS Coupe 2012: 21%
Audi V8 Sedan 1994: 21%
Audi S5 Coupe 2012: 21%
Audi TT RS Coupe 2012: 22%
BMW 1 Series Convertible 2012: 20%
Bentley Arnage Sedan 2009: 20%
Chevrolet Camaro Convertible 2012: 24%
Chevrolet Sonic Sedan 2012: 22%
Chevrolet Avalanche Crew Cab 2012: 23%
Chevrolet Cobalt SS 2010: 21%
Chrysler Sebring Convertible 2010: 21%
Chrysler 300 SRT-8 2010: 23%
Dodge Caliber Wagon 2007: 24%
Dodge Journey SUV 2012: 21%
Dodge Durango SUV 2012: 21%
Ford Ranger SuperCab 2011: 20%
Ford F-150 Regular Cab 2012: 22%
Honda Accord Sedan 2012: 22%
Hyundai Veracruz SUV 2012: 22%
Jaguar XK XKR 2012: 22%
Lamborghini Diablo Coupe 2001: 22%
Mercedes-Benz 300-Class Convertible 1993: 21%
Porsche Panamera Sedan 2012: 20%
Scion xD Hatchback 2012: 22%
Suzuki Aerio Sedan 2007: 21%
Suzuki Kizashi Sedan 2012: 21%
smart fortwo Convertible 2012: 22%
FIAT 500 Abarth 2012: 41%
Acura RL Sedan 2012: 35%
Acura TL Sedan 2012: 24%
Acura TL Type-S 2008: 26%
Acura TSX Sedan 2012: 25%
Acura ZDX Hatchback 2012: 22%
Aston Martin Virage Convertible 2012: 30%
Audi RS 4 Convertible 2008: 26%
Audi A5 Coupe 2012: 26%
Audi V8 Sedan 1994: 26%
Audi 100 Sedan 1994: 23%
Audi 100 Wagon 1994: 23%
Audi S5 Coupe 2012: 32%
BMW 1 Series Convertible 2012: 29%
BMW 1 Series Coupe 2012: 24%
BMW M6 Convertible 2010: 21%
BMW Z4 Convertible 2012: 24%
Bentley Continental Flying Spur Sedan 2007: 26%
Bugatti Veyron 16.4 Convertible 2009: 24%
Bugatti Veyron 16.4 Coupe 2009: 32%
Buick Verano Sedan 2012: 24%
Cadillac Escalade EXT Crew Cab 2007: 29%
Chevrolet Corvette ZR1 2012: 21%
Chevrolet Sonic Sedan 2012: 28%
Chevrolet Express Cargo Van 2007: 23%
Chevrolet Cobalt SS 2010: 33%
Chevrolet Malibu Hybrid Sedan 2010: 22%
Chevrolet Express Van 2007: 30%
Chevrolet Monte Carlo Coupe 2007: 21%
Chevrolet Malibu Sedan 2007: 31%
Chrysler Town and Country Minivan 2012: 26%
Chrysler 300 SRT-8 2010: 29%
Chrysler Crossfire Convertible 2008: 27%
Daewoo Nubira Wagon 2002: 27%
Dodge Caliber Wagon 2012: 22%
Dodge Caravan Minivan 1997: 24%
Dodge Ram Pickup 3500 Crew Cab 2010: 31%
Dodge Ram Pickup 3500 Quad Cab 2009: 21%
Dodge Sprinter Cargo Van 2009: 22%
Dodge Journey SUV 2012: 36%
Dodge Challenger SRT8 2011: 30%
Dodge Durango SUV 2012: 31%
Dodge Charger Sedan 2012: 31%
Dodge Charger SRT-8 2009: 28%
FIAT 500 Convertible 2012: 24%
Ferrari FF Coupe 2012: 38%
Ferrari California Convertible 2012: 30%
Ferrari 458 Italia Coupe 2012: 23%
Fisker Karma Sedan 2012: 33%
Ford F-450 Super Duty Crew Cab 2012: 26%
Ford Mustang Convertible 2007: 22%
Ford Expedition EL SUV 2009: 29%
Ford Edge SUV 2012: 23%
Ford Focus Sedan 2007: 26%
Ford E-Series Wagon Van 2012: 29%
GMC Acadia SUV 2012: 28%
GMC Canyon Extended Cab 2012: 29%
Geo Metro Convertible 1993: 22%
HUMMER H3T Crew Cab 2010: 30%
Honda Odyssey Minivan 2012: 26%
Honda Odyssey Minivan 2007: 28%
Honda Accord Coupe 2012: 26%
Honda Accord Sedan 2012: 24%
Hyundai Santa Fe SUV 2012: 29%
Hyundai Elantra Sedan 2007: 28%
Hyundai Azera Sedan 2012: 32%
Jaguar XK XKR 2012: 30%
Jeep Wrangler SUV 2012: 30%
Jeep Liberty SUV 2012: 29%
Lamborghini Gallardo LP 570-4 Superleggera 2012: 24%
Lamborghini Diablo Coupe 2001: 23%
Lincoln Town Car Sedan 2011: 33%
MINI Cooper Roadster Convertible 2012: 24%
Maybach Landaulet Convertible 2012: 30%
Mercedes-Benz SL-Class Coupe 2009: 24%
Mercedes-Benz E-Class Sedan 2012: 29%
Mercedes-Benz S-Class Sedan 2012: 26%
Plymouth Neon Coupe 1999: 29%
Ram C/V Cargo Van Minivan 2012: 21%
Rolls-Royce Ghost Sedan 2012: 24%
Scion xD Hatchback 2012: 21%
Toyota Camry Sedan 2012: 30%
Toyota 4Runner SUV 2012: 23%
Volvo C30 Hatchback 2012: 31%
Hyundai Azera Sedan 2012: 23%
Aston Martin Virage Coupe 2012: 20%
GMC Canyon Extended Cab 2012: 21%
Tesla Model S Sedan 2012: 20%
Volkswagen Golf Hatchback 2012: 20%
Mercedes-Benz E-Class Sedan 2012: 21%
Jeep Wrangler SUV 2012: 24%
AM General Hummer SUV 2000: 20%
Acura TL Type-S 2008: 20%
Audi RS 4 Convertible 2008: 21%
Audi S5 Coupe 2012: 23%
Audi S4 Sedan 2007: 21%
BMW M3 Coupe 2012: 20%
Cadillac SRX SUV 2012: 22%
Chevrolet Silverado 1500 Classic Extended Cab 2007: 22%
Dodge Dakota Crew Cab 2010: 22%
Ferrari FF Coupe 2012: 21%
Honda Accord Sedan 2012: 21%
Hyundai Veracruz SUV 2012: 21%
Jeep Grand Cherokee SUV 2012: 23%
Lincol
IOPub data rate exceeded. The notebook server will temporarily stop sending output to the client in order to avoid crashing it. To change this limit, set the config variable `--NotebookApp.iopub_data_rate_limit`. Current values: NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec) NotebookApp.rate_limit_window=3.0 (secs)
^C
cp -r /content/darknet /content/drive/MyDrive/Capstone/
!pwd
% cd /content/darknet/build/darknet/x64/backup
%ls
% cd /content/darknet
/content/darknet
import argparse
import cv2
import numpy as np
parser = argparse.ArgumentParser(add_help=False)
parser.add_argument("--image", default='samples/image.jpg', help="image for prediction")
parser.add_argument("--config", default='cfg/yolov3.cfg', help="YOLO config path")
parser.add_argument("--weights", default='yolov3.weights', help="YOLO weights path")
parser.add_argument("--names", default='data/coco.names', help="class names path")
args = parser.parse_args()
CONF_THRESH, NMS_THRESH = 0.5, 0.5
# Load the network
net = cv2.dnn.readNetFromDarknet(args.config, args.weights)
net.setPreferableBackend(cv2.dnn.DNN_BACKEND_OPENCV)
net.setPreferableTarget(cv2.dnn.DNN_TARGET_CPU)
# Get the output layer from YOLO
layers = net.getLayerNames()
output_layers = [layers[i[0] - 1] for i in net.getUnconnectedOutLayers()]
# Read and convert the image to blob and perform forward pass to get the bounding boxes with their confidence scores
img = cv2.imread(args.image)
height, width = img.shape[:2]
blob = cv2.dnn.blobFromImage(img, 0.00392, (416, 416), swapRB=True, crop=False)
net.setInput(blob)
layer_outputs = net.forward(output_layers)
class_ids, confidences, b_boxes = [], [], []
for output in layer_outputs:
for detection in output:
scores = detection[5:]
class_id = np.argmax(scores)
confidence = scores[class_id]
if confidence > CONF_THRESH:
center_x, center_y, w, h = (detection[0:4] * np.array([width, height, width, height])).astype('int')
x = int(center_x - w / 2)
y = int(center_y - h / 2)
b_boxes.append([x, y, int(w), int(h)])
confidences.append(float(confidence))
class_ids.append(int(class_id))
# Perform non maximum suppression for the bounding boxes to filter overlapping and low confident bounding boxes
indices = cv2.dnn.NMSBoxes(b_boxes, confidences, CONF_THRESH, NMS_THRESH).flatten().tolist()
# Draw the filtered bounding boxes with their class to the image
with open(args.names, "r") as f:
classes = [line.strip() for line in f.readlines()]
colors = np.random.uniform(0, 255, size=(len(classes), 3))
for index in indices:
x, y, w, h = b_boxes[index]
cv2.rectangle(img, (x, y), (x + w, y + h), colors[index], 2)
cv2.putText(img, classes[class_ids[index]], (x + 5, y + 20), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, colors[index], 2)
cv2.imshow("image", img)
cv2.waitKey(0)
cv2.destroyAllWindows()
## Blank Space
## Blank Space
from google.colab import drive
drive.mount('/content/drive')
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
!git clone https://github.com/pjreddie/darknet
cp /content/drive/MyDrive/Capstone/darknet/build/darknet/x64/backup/yolo-obj_last.weights /content/darknet
% cd /content/darknet
/content/darknet
!make
mkdir -p obj mkdir -p backup mkdir -p results gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/gemm.c -o obj/gemm.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/utils.c -o obj/utils.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/cuda.c -o obj/cuda.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/deconvolutional_layer.c -o obj/deconvolutional_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/convolutional_layer.c -o obj/convolutional_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/list.c -o obj/list.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/image.c -o obj/image.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/activations.c -o obj/activations.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/im2col.c -o obj/im2col.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/col2im.c -o obj/col2im.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/blas.c -o obj/blas.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/crop_layer.c -o obj/crop_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/dropout_layer.c -o obj/dropout_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/maxpool_layer.c -o obj/maxpool_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/softmax_layer.c -o obj/softmax_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/data.c -o obj/data.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/matrix.c -o obj/matrix.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/network.c -o obj/network.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/connected_layer.c -o obj/connected_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/cost_layer.c -o obj/cost_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/parser.c -o obj/parser.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/option_list.c -o obj/option_list.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/detection_layer.c -o obj/detection_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/route_layer.c -o obj/route_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/upsample_layer.c -o obj/upsample_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/box.c -o obj/box.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/normalization_layer.c -o obj/normalization_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/avgpool_layer.c -o obj/avgpool_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/layer.c -o obj/layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/local_layer.c -o obj/local_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/shortcut_layer.c -o obj/shortcut_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/logistic_layer.c -o obj/logistic_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/activation_layer.c -o obj/activation_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/rnn_layer.c -o obj/rnn_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/gru_layer.c -o obj/gru_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/crnn_layer.c -o obj/crnn_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/demo.c -o obj/demo.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/batchnorm_layer.c -o obj/batchnorm_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/region_layer.c -o obj/region_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/reorg_layer.c -o obj/reorg_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/tree.c -o obj/tree.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/lstm_layer.c -o obj/lstm_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/l2norm_layer.c -o obj/l2norm_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/yolo_layer.c -o obj/yolo_layer.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/iseg_layer.c -o obj/iseg_layer.o g++ -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./src/image_opencv.cpp -o obj/image_opencv.o gcc -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -shared obj/gemm.o obj/utils.o obj/cuda.o obj/deconvolutional_layer.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/detection_layer.o obj/route_layer.o obj/upsample_layer.o obj/box.o obj/normalization_layer.o obj/avgpool_layer.o obj/layer.o obj/local_layer.o obj/shortcut_layer.o obj/logistic_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/crnn_layer.o obj/demo.o obj/batchnorm_layer.o obj/region_layer.o obj/reorg_layer.o obj/tree.o obj/lstm_layer.o obj/l2norm_layer.o obj/yolo_layer.o obj/iseg_layer.o obj/image_opencv.o -o libdarknet.so -lm -pthread ar rcs libdarknet.a obj/gemm.o obj/utils.o obj/cuda.o obj/deconvolutional_layer.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/detection_layer.o obj/route_layer.o obj/upsample_layer.o obj/box.o obj/normalization_layer.o obj/avgpool_layer.o obj/layer.o obj/local_layer.o obj/shortcut_layer.o obj/logistic_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/crnn_layer.o obj/demo.o obj/batchnorm_layer.o obj/region_layer.o obj/reorg_layer.o obj/tree.o obj/lstm_layer.o obj/l2norm_layer.o obj/yolo_layer.o obj/iseg_layer.o obj/image_opencv.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/captcha.c -o obj/captcha.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/lsd.c -o obj/lsd.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/super.c -o obj/super.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/art.c -o obj/art.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/tag.c -o obj/tag.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/cifar.c -o obj/cifar.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/go.c -o obj/go.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/rnn.c -o obj/rnn.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/segmenter.c -o obj/segmenter.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/regressor.c -o obj/regressor.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/classifier.c -o obj/classifier.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/coco.c -o obj/coco.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/yolo.c -o obj/yolo.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/detector.c -o obj/detector.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/nightmare.c -o obj/nightmare.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/instance-segmenter.c -o obj/instance-segmenter.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast -c ./examples/darknet.c -o obj/darknet.o gcc -Iinclude/ -Isrc/ -Wall -Wno-unused-result -Wno-unknown-pragmas -Wfatal-errors -fPIC -Ofast obj/captcha.o obj/lsd.o obj/super.o obj/art.o obj/tag.o obj/cifar.o obj/go.o obj/rnn.o obj/segmenter.o obj/regressor.o obj/classifier.o obj/coco.o obj/yolo.o obj/detector.o obj/nightmare.o obj/instance-segmenter.o obj/darknet.o libdarknet.a -o darknet -lm -pthread libdarknet.a
!cp /content/drive/MyDrive/Capstone/darknet/build/darknet/x64/data/obj/00001.jpg /content/darknet
!cp /content/drive/MyDrive/Capstone/darknet/cfg/yolo-obj.cfg /content/darknet
!cp /content/drive/MyDrive/Capstone/darknet/build/darknet/x64/data/obj.data /content/darknet/cfg/obj.data
!cp /content/drive/MyDrive/Capstone/darknet/build/darknet/x64/data/obj.names /content/darknet/data/obj.names
#!./darknet detect cfg/yolov4.cfg yolov4.weights data/person.jpg
#!./darknet detector test build/darknet/x64/data/obj.data cfg/yolo-obj.cfg build/darknet/x64/backup/yolo-obj_last.weights -thresh 0.20 build/darknet/x64/data/obj/00001.jpg
!./darknet detector test cfg/obj.data yolo-obj.cfg yolo-obj_last.weights -thresh 0.62 00001.jpg
#! ./darknet detector test cfg/coco.data cfg/yolov3.cfg yolov3.weights data/dog.jpg
layer filters size input output
0 conv 32 3 x 3 / 1 608 x 608 x 3 -> 608 x 608 x 32 0.639 BFLOPs
1 conv 64 3 x 3 / 2 608 x 608 x 32 -> 304 x 304 x 64 3.407 BFLOPs
2 conv 32 1 x 1 / 1 304 x 304 x 64 -> 304 x 304 x 32 0.379 BFLOPs
3 conv 64 3 x 3 / 1 304 x 304 x 32 -> 304 x 304 x 64 3.407 BFLOPs
4 res 1 304 x 304 x 64 -> 304 x 304 x 64
5 conv 128 3 x 3 / 2 304 x 304 x 64 -> 152 x 152 x 128 3.407 BFLOPs
6 conv 64 1 x 1 / 1 152 x 152 x 128 -> 152 x 152 x 64 0.379 BFLOPs
7 conv 128 3 x 3 / 1 152 x 152 x 64 -> 152 x 152 x 128 3.407 BFLOPs
8 res 5 152 x 152 x 128 -> 152 x 152 x 128
9 conv 64 1 x 1 / 1 152 x 152 x 128 -> 152 x 152 x 64 0.379 BFLOPs
10 conv 128 3 x 3 / 1 152 x 152 x 64 -> 152 x 152 x 128 3.407 BFLOPs
11 res 8 152 x 152 x 128 -> 152 x 152 x 128
12 conv 256 3 x 3 / 2 152 x 152 x 128 -> 76 x 76 x 256 3.407 BFLOPs
13 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
14 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
15 res 12 76 x 76 x 256 -> 76 x 76 x 256
16 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
17 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
18 res 15 76 x 76 x 256 -> 76 x 76 x 256
19 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
20 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
21 res 18 76 x 76 x 256 -> 76 x 76 x 256
22 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
23 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
24 res 21 76 x 76 x 256 -> 76 x 76 x 256
25 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
26 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
27 res 24 76 x 76 x 256 -> 76 x 76 x 256
28 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
29 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
30 res 27 76 x 76 x 256 -> 76 x 76 x 256
31 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
32 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
33 res 30 76 x 76 x 256 -> 76 x 76 x 256
34 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
35 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
36 res 33 76 x 76 x 256 -> 76 x 76 x 256
37 conv 512 3 x 3 / 2 76 x 76 x 256 -> 38 x 38 x 512 3.407 BFLOPs
38 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
39 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
40 res 37 38 x 38 x 512 -> 38 x 38 x 512
41 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
42 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
43 res 40 38 x 38 x 512 -> 38 x 38 x 512
44 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
45 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
46 res 43 38 x 38 x 512 -> 38 x 38 x 512
47 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
48 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
49 res 46 38 x 38 x 512 -> 38 x 38 x 512
50 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
51 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
52 res 49 38 x 38 x 512 -> 38 x 38 x 512
53 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
54 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
55 res 52 38 x 38 x 512 -> 38 x 38 x 512
56 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
57 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
58 res 55 38 x 38 x 512 -> 38 x 38 x 512
59 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
60 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
61 res 58 38 x 38 x 512 -> 38 x 38 x 512
62 conv 1024 3 x 3 / 2 38 x 38 x 512 -> 19 x 19 x1024 3.407 BFLOPs
63 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs
64 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs
65 res 62 19 x 19 x1024 -> 19 x 19 x1024
66 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs
67 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs
68 res 65 19 x 19 x1024 -> 19 x 19 x1024
69 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs
70 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs
71 res 68 19 x 19 x1024 -> 19 x 19 x1024
72 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs
73 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs
74 res 71 19 x 19 x1024 -> 19 x 19 x1024
75 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs
76 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs
77 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs
78 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs
79 conv 512 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 512 0.379 BFLOPs
80 conv 1024 3 x 3 / 1 19 x 19 x 512 -> 19 x 19 x1024 3.407 BFLOPs
81 conv 603 1 x 1 / 1 19 x 19 x1024 -> 19 x 19 x 603 0.446 BFLOPs
82 yolo
83 route 79
84 conv 256 1 x 1 / 1 19 x 19 x 512 -> 19 x 19 x 256 0.095 BFLOPs
85 upsample 2x 19 x 19 x 256 -> 38 x 38 x 256
86 route 85 61
87 conv 256 1 x 1 / 1 38 x 38 x 768 -> 38 x 38 x 256 0.568 BFLOPs
88 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
89 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
90 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
91 conv 256 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 256 0.379 BFLOPs
92 conv 512 3 x 3 / 1 38 x 38 x 256 -> 38 x 38 x 512 3.407 BFLOPs
93 conv 603 1 x 1 / 1 38 x 38 x 512 -> 38 x 38 x 603 0.892 BFLOPs
94 yolo
95 route 91
96 conv 128 1 x 1 / 1 38 x 38 x 256 -> 38 x 38 x 128 0.095 BFLOPs
97 upsample 2x 38 x 38 x 128 -> 76 x 76 x 128
98 route 97 36
99 conv 128 1 x 1 / 1 76 x 76 x 384 -> 76 x 76 x 128 0.568 BFLOPs
100 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
101 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
102 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
103 conv 128 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 128 0.379 BFLOPs
104 conv 256 3 x 3 / 1 76 x 76 x 128 -> 76 x 76 x 256 3.407 BFLOPs
105 conv 603 1 x 1 / 1 76 x 76 x 256 -> 76 x 76 x 603 1.783 BFLOPs
106 yolo
Loading weights from yolo-obj_last.weights...Done!
00001.jpg: Predicted in 18.094226 seconds.
Infiniti G Coupe IPL 2012: 63%
Mercedes-Benz 300-Class Convertible 1993: 62%
import cv2
import matplotlib.pyplot as plt
def show_detection(path):
image = cv2.imread(path)
fig = plt.gcf()
fig.set_size_inches(18,10)
plt.axis('off')
plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))
#plt.imshow(image)
show_detection('predictions.jpg')